Machine learning can be used to identify images. In this project, we are going to identify breeds of dogs using CNN and the Stanford dogbreed dataset.
Dataset
Stanford's Dog Breed dataset has been wonderfully annotated. It contains a
Objective
To identify the breed of a dog shown in a picture.
#Google Colab GPU Connection info
gpu_info = !nvidia-smi
gpu_info = '\n'.join(gpu_info)
if gpu_info.find('failed') >= 0:
print('Not connected to a GPU')
else:
print(gpu_info)
Not connected to a GPU
#Google high-RAM runtime info
from psutil import virtual_memory
ram_gb = virtual_memory().total / 1e9
print('Your runtime has {:.1f} gigabytes of available RAM\n'.format(ram_gb))
if ram_gb < 20:
print('Not using a high-RAM runtime')
else:
print('You are using a high-RAM runtime!')
Your runtime has 37.8 gigabytes of available RAM You are using a high-RAM runtime!
#importing necessary libraries
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
from sklearn.preprocessing import StandardScaler
import os # accessing directory structure
#ignoring warnings
import warnings
warnings.filterwarnings("ignore")
#restrict float value to 3 decimal places
pd.set_option('display.float_format',lambda x: '%.3f' % x)
%matplotlib inline
#allow access to google drive
from google.colab import drive
drive.mount('/content/gdrive')
Mounted at /content/gdrive
#paths and folders setup for all breeds
image_raw_dir_all = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/'
image_dir_all = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/'
lists_dir_all = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Lists/allbreeds/'
annotation_dir_all = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Annotation/allbreeds/'
dogbreeds_list_all = pd.read_csv(lists_dir_all + '/alldogs_file_list.csv')
#make a separate copy of the all dogs original df
dogbreeds_list_all_df = dogbreeds_list_all.copy()
#visualize head of dataframe
dogbreeds_list_all_df.head()
| file_list | annotation_list | labels | |
|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 |
#number or records and number of unique records
num_breeds = len(dogbreeds_list_all_df['labels'].unique())
print("The original dataset contains ",len(dogbreeds_list_all_df), ' images of dogs, and ',num_breeds, " breeds.")
The original dataset contains 20580 images of dogs, and 120 breeds.
#shape of dataframe
dogbreeds_list_all_df.shape
(20580, 3)
#get the names of all breeds in the dataset, split "annotation_list"
dogbreeds_list_all_df[['folder_list','file']] = dogbreeds_list_all_df.annotation_list.str.split("/", expand= True)
dogbreeds_list_all_df
| file_list | annotation_list | labels | folder_list | file | |
|---|---|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 | 'n02085620-Chihuahua | n02085620_10074' |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 | 'n02085620-Chihuahua | n02085620_10131' |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 | 'n02085620-Chihuahua | n02085620_10621' |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 | 'n02085620-Chihuahua | n02085620_1073' |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 | 'n02085620-Chihuahua | n02085620_10976' |
| ... | ... | ... | ... | ... | ... |
| 20575 | 'n02116738-African_hunting_dog/n02116738_9798.... | 'n02116738-African_hunting_dog/n02116738_9798' | 120 | 'n02116738-African_hunting_dog | n02116738_9798' |
| 20576 | 'n02116738-African_hunting_dog/n02116738_9818.... | 'n02116738-African_hunting_dog/n02116738_9818' | 120 | 'n02116738-African_hunting_dog | n02116738_9818' |
| 20577 | 'n02116738-African_hunting_dog/n02116738_9829.... | 'n02116738-African_hunting_dog/n02116738_9829' | 120 | 'n02116738-African_hunting_dog | n02116738_9829' |
| 20578 | 'n02116738-African_hunting_dog/n02116738_9844.... | 'n02116738-African_hunting_dog/n02116738_9844' | 120 | 'n02116738-African_hunting_dog | n02116738_9844' |
| 20579 | 'n02116738-African_hunting_dog/n02116738_9924.... | 'n02116738-African_hunting_dog/n02116738_9924' | 120 | 'n02116738-African_hunting_dog | n02116738_9924' |
20580 rows × 5 columns
#get the names of all breeds in the dataset, split "folder_list"
dogbreeds_list_all_df[['breedid','breed']]=dogbreeds_list_all_df['folder_list'].str.split("-",expand=True)
#split dog breed strings separated by "_"
dogbreeds_list_all_df[['temp1','temp2','temp3','temp4']] = dogbreeds_list_all_df['breed'].str.split("_", expand=True)
#concatenate the strings from the temporary fields, don't add anything if it is a nan
dogbreeds_list_all_df['dogbreed'] = dogbreeds_list_all_df['temp1'] + " " + dogbreeds_list_all_df['temp2'].fillna('') + " "+ dogbreeds_list_all_df['temp3'].fillna('') + " " + dogbreeds_list_all_df['temp4'].fillna('')
#drop the temporary columns
dogbreeds_list_all_df.drop(columns=['temp1','temp2','temp3','temp4'], axis=1, inplace=True)
#remove trailing white spaces
dogbreeds_list_all_df['dogbreed'] = dogbreeds_list_all_df['dogbreed'].str.strip()
dogbreeds_list_all_df
| file_list | annotation_list | labels | folder_list | file | breedid | breed | dogbreed | |
|---|---|---|---|---|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 | 'n02085620-Chihuahua | n02085620_10074' | 'n02085620 | Chihuahua | Chihuahua |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 | 'n02085620-Chihuahua | n02085620_10131' | 'n02085620 | Chihuahua | Chihuahua |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 | 'n02085620-Chihuahua | n02085620_10621' | 'n02085620 | Chihuahua | Chihuahua |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 | 'n02085620-Chihuahua | n02085620_1073' | 'n02085620 | Chihuahua | Chihuahua |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 | 'n02085620-Chihuahua | n02085620_10976' | 'n02085620 | Chihuahua | Chihuahua |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 20575 | 'n02116738-African_hunting_dog/n02116738_9798.... | 'n02116738-African_hunting_dog/n02116738_9798' | 120 | 'n02116738-African_hunting_dog | n02116738_9798' | 'n02116738 | African_hunting_dog | African hunting dog |
| 20576 | 'n02116738-African_hunting_dog/n02116738_9818.... | 'n02116738-African_hunting_dog/n02116738_9818' | 120 | 'n02116738-African_hunting_dog | n02116738_9818' | 'n02116738 | African_hunting_dog | African hunting dog |
| 20577 | 'n02116738-African_hunting_dog/n02116738_9829.... | 'n02116738-African_hunting_dog/n02116738_9829' | 120 | 'n02116738-African_hunting_dog | n02116738_9829' | 'n02116738 | African_hunting_dog | African hunting dog |
| 20578 | 'n02116738-African_hunting_dog/n02116738_9844.... | 'n02116738-African_hunting_dog/n02116738_9844' | 120 | 'n02116738-African_hunting_dog | n02116738_9844' | 'n02116738 | African_hunting_dog | African hunting dog |
| 20579 | 'n02116738-African_hunting_dog/n02116738_9924.... | 'n02116738-African_hunting_dog/n02116738_9924' | 120 | 'n02116738-African_hunting_dog | n02116738_9924' | 'n02116738 | African_hunting_dog | African hunting dog |
20580 rows × 8 columns
dogbreed_chihuahua_df=dogbreeds_list_all_df.loc[dogbreeds_list_all_df['breed']=='Chihuahua']
dogbreed_chihuahua_df.head(50)
| file_list | annotation_list | labels | folder_list | file | breedid | breed | dogbreed | |
|---|---|---|---|---|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 | 'n02085620-Chihuahua | n02085620_10074' | 'n02085620 | Chihuahua | Chihuahua |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 | 'n02085620-Chihuahua | n02085620_10131' | 'n02085620 | Chihuahua | Chihuahua |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 | 'n02085620-Chihuahua | n02085620_10621' | 'n02085620 | Chihuahua | Chihuahua |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 | 'n02085620-Chihuahua | n02085620_1073' | 'n02085620 | Chihuahua | Chihuahua |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 | 'n02085620-Chihuahua | n02085620_10976' | 'n02085620 | Chihuahua | Chihuahua |
| 5 | 'n02085620-Chihuahua/n02085620_11140.jpg' | 'n02085620-Chihuahua/n02085620_11140' | 1 | 'n02085620-Chihuahua | n02085620_11140' | 'n02085620 | Chihuahua | Chihuahua |
| 6 | 'n02085620-Chihuahua/n02085620_11238.jpg' | 'n02085620-Chihuahua/n02085620_11238' | 1 | 'n02085620-Chihuahua | n02085620_11238' | 'n02085620 | Chihuahua | Chihuahua |
| 7 | 'n02085620-Chihuahua/n02085620_11258.jpg' | 'n02085620-Chihuahua/n02085620_11258' | 1 | 'n02085620-Chihuahua | n02085620_11258' | 'n02085620 | Chihuahua | Chihuahua |
| 8 | 'n02085620-Chihuahua/n02085620_11337.jpg' | 'n02085620-Chihuahua/n02085620_11337' | 1 | 'n02085620-Chihuahua | n02085620_11337' | 'n02085620 | Chihuahua | Chihuahua |
| 9 | 'n02085620-Chihuahua/n02085620_11477.jpg' | 'n02085620-Chihuahua/n02085620_11477' | 1 | 'n02085620-Chihuahua | n02085620_11477' | 'n02085620 | Chihuahua | Chihuahua |
| 10 | 'n02085620-Chihuahua/n02085620_1152.jpg' | 'n02085620-Chihuahua/n02085620_1152' | 1 | 'n02085620-Chihuahua | n02085620_1152' | 'n02085620 | Chihuahua | Chihuahua |
| 11 | 'n02085620-Chihuahua/n02085620_11696.jpg' | 'n02085620-Chihuahua/n02085620_11696' | 1 | 'n02085620-Chihuahua | n02085620_11696' | 'n02085620 | Chihuahua | Chihuahua |
| 12 | 'n02085620-Chihuahua/n02085620_11818.jpg' | 'n02085620-Chihuahua/n02085620_11818' | 1 | 'n02085620-Chihuahua | n02085620_11818' | 'n02085620 | Chihuahua | Chihuahua |
| 13 | 'n02085620-Chihuahua/n02085620_11948.jpg' | 'n02085620-Chihuahua/n02085620_11948' | 1 | 'n02085620-Chihuahua | n02085620_11948' | 'n02085620 | Chihuahua | Chihuahua |
| 14 | 'n02085620-Chihuahua/n02085620_1205.jpg' | 'n02085620-Chihuahua/n02085620_1205' | 1 | 'n02085620-Chihuahua | n02085620_1205' | 'n02085620 | Chihuahua | Chihuahua |
| 15 | 'n02085620-Chihuahua/n02085620_12101.jpg' | 'n02085620-Chihuahua/n02085620_12101' | 1 | 'n02085620-Chihuahua | n02085620_12101' | 'n02085620 | Chihuahua | Chihuahua |
| 16 | 'n02085620-Chihuahua/n02085620_12334.jpg' | 'n02085620-Chihuahua/n02085620_12334' | 1 | 'n02085620-Chihuahua | n02085620_12334' | 'n02085620 | Chihuahua | Chihuahua |
| 17 | 'n02085620-Chihuahua/n02085620_1235.jpg' | 'n02085620-Chihuahua/n02085620_1235' | 1 | 'n02085620-Chihuahua | n02085620_1235' | 'n02085620 | Chihuahua | Chihuahua |
| 18 | 'n02085620-Chihuahua/n02085620_1271.jpg' | 'n02085620-Chihuahua/n02085620_1271' | 1 | 'n02085620-Chihuahua | n02085620_1271' | 'n02085620 | Chihuahua | Chihuahua |
| 19 | 'n02085620-Chihuahua/n02085620_12718.jpg' | 'n02085620-Chihuahua/n02085620_12718' | 1 | 'n02085620-Chihuahua | n02085620_12718' | 'n02085620 | Chihuahua | Chihuahua |
| 20 | 'n02085620-Chihuahua/n02085620_1298.jpg' | 'n02085620-Chihuahua/n02085620_1298' | 1 | 'n02085620-Chihuahua | n02085620_1298' | 'n02085620 | Chihuahua | Chihuahua |
| 21 | 'n02085620-Chihuahua/n02085620_13151.jpg' | 'n02085620-Chihuahua/n02085620_13151' | 1 | 'n02085620-Chihuahua | n02085620_13151' | 'n02085620 | Chihuahua | Chihuahua |
| 22 | 'n02085620-Chihuahua/n02085620_1321.jpg' | 'n02085620-Chihuahua/n02085620_1321' | 1 | 'n02085620-Chihuahua | n02085620_1321' | 'n02085620 | Chihuahua | Chihuahua |
| 23 | 'n02085620-Chihuahua/n02085620_13383.jpg' | 'n02085620-Chihuahua/n02085620_13383' | 1 | 'n02085620-Chihuahua | n02085620_13383' | 'n02085620 | Chihuahua | Chihuahua |
| 24 | 'n02085620-Chihuahua/n02085620_1346.jpg' | 'n02085620-Chihuahua/n02085620_1346' | 1 | 'n02085620-Chihuahua | n02085620_1346' | 'n02085620 | Chihuahua | Chihuahua |
| 25 | 'n02085620-Chihuahua/n02085620_13964.jpg' | 'n02085620-Chihuahua/n02085620_13964' | 1 | 'n02085620-Chihuahua | n02085620_13964' | 'n02085620 | Chihuahua | Chihuahua |
| 26 | 'n02085620-Chihuahua/n02085620_14252.jpg' | 'n02085620-Chihuahua/n02085620_14252' | 1 | 'n02085620-Chihuahua | n02085620_14252' | 'n02085620 | Chihuahua | Chihuahua |
| 27 | 'n02085620-Chihuahua/n02085620_14413.jpg' | 'n02085620-Chihuahua/n02085620_14413' | 1 | 'n02085620-Chihuahua | n02085620_14413' | 'n02085620 | Chihuahua | Chihuahua |
| 28 | 'n02085620-Chihuahua/n02085620_14516.jpg' | 'n02085620-Chihuahua/n02085620_14516' | 1 | 'n02085620-Chihuahua | n02085620_14516' | 'n02085620 | Chihuahua | Chihuahua |
| 29 | 'n02085620-Chihuahua/n02085620_1455.jpg' | 'n02085620-Chihuahua/n02085620_1455' | 1 | 'n02085620-Chihuahua | n02085620_1455' | 'n02085620 | Chihuahua | Chihuahua |
| 30 | 'n02085620-Chihuahua/n02085620_1492.jpg' | 'n02085620-Chihuahua/n02085620_1492' | 1 | 'n02085620-Chihuahua | n02085620_1492' | 'n02085620 | Chihuahua | Chihuahua |
| 31 | 'n02085620-Chihuahua/n02085620_1502.jpg' | 'n02085620-Chihuahua/n02085620_1502' | 1 | 'n02085620-Chihuahua | n02085620_1502' | 'n02085620 | Chihuahua | Chihuahua |
| 32 | 'n02085620-Chihuahua/n02085620_1558.jpg' | 'n02085620-Chihuahua/n02085620_1558' | 1 | 'n02085620-Chihuahua | n02085620_1558' | 'n02085620 | Chihuahua | Chihuahua |
| 33 | 'n02085620-Chihuahua/n02085620_1569.jpg' | 'n02085620-Chihuahua/n02085620_1569' | 1 | 'n02085620-Chihuahua | n02085620_1569' | 'n02085620 | Chihuahua | Chihuahua |
| 34 | 'n02085620-Chihuahua/n02085620_1617.jpg' | 'n02085620-Chihuahua/n02085620_1617' | 1 | 'n02085620-Chihuahua | n02085620_1617' | 'n02085620 | Chihuahua | Chihuahua |
| 35 | 'n02085620-Chihuahua/n02085620_1620.jpg' | 'n02085620-Chihuahua/n02085620_1620' | 1 | 'n02085620-Chihuahua | n02085620_1620' | 'n02085620 | Chihuahua | Chihuahua |
| 36 | 'n02085620-Chihuahua/n02085620_1765.jpg' | 'n02085620-Chihuahua/n02085620_1765' | 1 | 'n02085620-Chihuahua | n02085620_1765' | 'n02085620 | Chihuahua | Chihuahua |
| 37 | 'n02085620-Chihuahua/n02085620_1816.jpg' | 'n02085620-Chihuahua/n02085620_1816' | 1 | 'n02085620-Chihuahua | n02085620_1816' | 'n02085620 | Chihuahua | Chihuahua |
| 38 | 'n02085620-Chihuahua/n02085620_1862.jpg' | 'n02085620-Chihuahua/n02085620_1862' | 1 | 'n02085620-Chihuahua | n02085620_1862' | 'n02085620 | Chihuahua | Chihuahua |
| 39 | 'n02085620-Chihuahua/n02085620_1916.jpg' | 'n02085620-Chihuahua/n02085620_1916' | 1 | 'n02085620-Chihuahua | n02085620_1916' | 'n02085620 | Chihuahua | Chihuahua |
| 40 | 'n02085620-Chihuahua/n02085620_199.jpg' | 'n02085620-Chihuahua/n02085620_199' | 1 | 'n02085620-Chihuahua | n02085620_199' | 'n02085620 | Chihuahua | Chihuahua |
| 41 | 'n02085620-Chihuahua/n02085620_2053.jpg' | 'n02085620-Chihuahua/n02085620_2053' | 1 | 'n02085620-Chihuahua | n02085620_2053' | 'n02085620 | Chihuahua | Chihuahua |
| 42 | 'n02085620-Chihuahua/n02085620_2188.jpg' | 'n02085620-Chihuahua/n02085620_2188' | 1 | 'n02085620-Chihuahua | n02085620_2188' | 'n02085620 | Chihuahua | Chihuahua |
| 43 | 'n02085620-Chihuahua/n02085620_2204.jpg' | 'n02085620-Chihuahua/n02085620_2204' | 1 | 'n02085620-Chihuahua | n02085620_2204' | 'n02085620 | Chihuahua | Chihuahua |
| 44 | 'n02085620-Chihuahua/n02085620_2208.jpg' | 'n02085620-Chihuahua/n02085620_2208' | 1 | 'n02085620-Chihuahua | n02085620_2208' | 'n02085620 | Chihuahua | Chihuahua |
| 45 | 'n02085620-Chihuahua/n02085620_242.jpg' | 'n02085620-Chihuahua/n02085620_242' | 1 | 'n02085620-Chihuahua | n02085620_242' | 'n02085620 | Chihuahua | Chihuahua |
| 46 | 'n02085620-Chihuahua/n02085620_2479.jpg' | 'n02085620-Chihuahua/n02085620_2479' | 1 | 'n02085620-Chihuahua | n02085620_2479' | 'n02085620 | Chihuahua | Chihuahua |
| 47 | 'n02085620-Chihuahua/n02085620_2507.jpg' | 'n02085620-Chihuahua/n02085620_2507' | 1 | 'n02085620-Chihuahua | n02085620_2507' | 'n02085620 | Chihuahua | Chihuahua |
| 48 | 'n02085620-Chihuahua/n02085620_2517.jpg' | 'n02085620-Chihuahua/n02085620_2517' | 1 | 'n02085620-Chihuahua | n02085620_2517' | 'n02085620 | Chihuahua | Chihuahua |
| 49 | 'n02085620-Chihuahua/n02085620_2590.jpg' | 'n02085620-Chihuahua/n02085620_2590' | 1 | 'n02085620-Chihuahua | n02085620_2590' | 'n02085620 | Chihuahua | Chihuahua |
#verify the length of strings
print("Length of ", dogbreeds_list_all_df['dogbreed'][0]," is ", len(dogbreeds_list_all_df['dogbreed'][0]))
print("Length of ", dogbreeds_list_all_df['dogbreed'][20579]," is ", len(dogbreeds_list_all_df['dogbreed'][20579]))
Length of Chihuahua is 9 Length of African hunting dog is 19
#get all the breed names and the number of images per breed
dog_breed_count_all = dogbreeds_list_all_df['dogbreed'].value_counts()
print("Number of images per breed")
#print("--------------------------")
print(dog_breed_count_all.to_markdown())
Number of images per breed | | dogbreed | |:-------------------------------|-----------:| | Maltese dog | 252 | | Afghan hound | 239 | | Scottish deerhound | 232 | | Pomeranian | 219 | | Bernese mountain dog | 218 | | Samoyed | 218 | | Irish wolfhound | 218 | | Shih Tzu | 214 | | Great Pyrenees | 213 | | Leonberg | 210 | | basenji | 209 | | Tibetan terrier | 206 | | Sealyham terrier | 202 | | EntleBucher | 202 | | Airedale | 202 | | pug | 200 | | Saluki | 200 | | cairn | 197 | | Lakeland terrier | 197 | | Australian terrier | 196 | | papillon | 196 | | chow | 196 | | Norwegian elkhound | 196 | | beagle | 195 | | Newfoundland | 195 | | Siberian husky | 192 | | Ibizan hound | 188 | | Blenheim spaniel | 188 | | whippet | 187 | | bloodhound | 187 | | Lhasa | 186 | | Norwich terrier | 185 | | Japanese spaniel | 185 | | miniature pinscher | 184 | | silky terrier | 183 | | Italian greyhound | 182 | | Bedlington terrier | 182 | | Boston bull | 182 | | Pembroke | 181 | | Dandie Dinmont | 180 | | Kerry blue terrier | 179 | | malamute | 178 | | basset | 175 | | Rhodesian ridgeback | 172 | | toy terrier | 172 | | Norfolk terrier | 172 | | Border terrier | 172 | | Labrador retriever | 171 | | bluetick | 171 | | Saint Bernard | 170 | | Old English sheepdog | 169 | | West Highland white terrier | 169 | | African hunting dog | 169 | | Irish terrier | 169 | | Greater Swiss Mountain dog | 168 | | Chesapeake Bay retriever | 167 | | Yorkshire terrier | 164 | | American Staffordshire terrier | 164 | | English setter | 161 | | Weimaraner | 160 | | French bulldog | 159 | | black and tan coonhound | 159 | | English springer | 159 | | cocker spaniel | 159 | | standard poodle | 159 | | Scotch terrier | 158 | | keeshond | 158 | | wire haired fox terrier | 157 | | Shetland sheepdog | 157 | | giant schnauzer | 157 | | English foxhound | 157 | | dingo | 156 | | bull mastiff | 156 | | soft coated wheaten terrier | 156 | | Great Dane | 156 | | Cardigan | 155 | | Mexican hairless | 155 | | Staffordshire bull terrier | 155 | | standard schnauzer | 155 | | Irish setter | 155 | | miniature poodle | 155 | | vizsla | 154 | | miniature schnauzer | 154 | | komondor | 154 | | schipperke | 154 | | Gordon setter | 153 | | Walker hound | 153 | | collie | 153 | | kelpie | 153 | | Brabancon griffon | 153 | | Chihuahua | 152 | | German short haired pointer | 152 | | flat coated retriever | 152 | | briard | 152 | | Tibetan mastiff | 152 | | Brittany spaniel | 152 | | German shepherd | 152 | | Rottweiler | 152 | | otterhound | 151 | | toy poodle | 151 | | curly coated retriever | 151 | | borzoi | 151 | | Sussex spaniel | 151 | | Appenzeller | 151 | | boxer | 151 | | clumber | 150 | | Welsh springer spaniel | 150 | | dhole | 150 | | Doberman | 150 | | Border collie | 150 | | malinois | 150 | | groenendael | 150 | | Eskimo dog | 150 | | kuvasz | 150 | | golden retriever | 150 | | Irish water spaniel | 150 | | affenpinscher | 150 | | Bouvier des Flandres | 150 | | Pekinese | 149 | | redbone | 148 |
plt.figure(figsize=(40,5))
dog_breed_count_all.plot(kind="bar", color = 'orange')
plt.xticks(fontsize=16)
plt.yticks(fontsize=16)
plt.title("Distribution of Images per Dog Breeds (All Stanford Dataset)", fontsize = 32, color='black')
plt.xlabel('Dog Breed', fontsize = 18, color='grey')
plt.ylabel('no. images', fontsize = 18, color='grey')
plt.show()
#import libraries to visualize images and augment them
import random
from skimage.io import imread
from skimage.transform import resize
from PIL import Image
import matplotlib.image as mpimg
from imgaug import augmenters as iaa
#check images folder in google drive
import os
dogbreeds_imageraw_Folder_all = os.listdir(image_raw_dir_all)
dogbreeds_imageraw_Folder_all_sorted = sorted(os.listdir(image_raw_dir_all))
#make a copy of the original data
dogbreeds_imageraw_Folder_all_df = dogbreeds_imageraw_Folder_all.copy()
#convert to dataframe
dogbreeds_imageFolderList_all_df = pd.DataFrame(dogbreeds_imageraw_Folder_all_df)
dogbreeds_imageFolderList_all_df
| 0 | |
|---|---|
| 0 | n02085620-Chihuahua |
| 1 | n02086079-Pekinese |
| 2 | n02086646-Blenheim_spaniel |
| 3 | n02085782-Japanese_spaniel |
| 4 | n02085936-Maltese_dog |
| ... | ... |
| 115 | n02095314-wire_haired_fox_terrier |
| 116 | n02098105-soft_coated_wheaten_terrier |
| 117 | n02099267-flat_coated_retriever |
| 118 | n02099429-curly_coated_retriever |
| 119 | n02100236-German_short_haired_pointer |
120 rows × 1 columns
#list dataframe
dogbreeds_imageraw_Folder_all_df
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02086646-Blenheim_spaniel', 'n02085782-Japanese_spaniel', 'n02085936-Maltese_dog', 'n02087046-toy_terrier', 'n02086910-papillon', 'n02088094-Afghan_hound', 'n02087394-Rhodesian_ridgeback', 'n02088364-beagle', 'n02088238-basset', 'n02088632-bluetick', 'n02088466-bloodhound', 'n02089867-Walker_hound', 'n02089973-English_foxhound', 'n02091134-whippet', 'n02090721-Irish_wolfhound', 'n02090379-redbone', 'n02090622-borzoi', 'n02091032-Italian_greyhound', 'n02091244-Ibizan_hound', 'n02091467-Norwegian_elkhound', 'n02091635-otterhound', 'n02091831-Saluki', 'n02092002-Scottish_deerhound', 'n02092339-Weimaraner', 'n02093428-American_Staffordshire_terrier', 'n02093256-Staffordshire_bullterrier', 'n02094433-Yorkshire_terrier', 'n02093859-Kerry_blue_terrier', 'n02093647-Bedlington_terrier', 'n02094114-Norfolk_terrier', 'n02093991-Irish_terrier', 'n02094258-Norwich_terrier', 'n02093754-Border_terrier', 'n02095889-Sealyham_terrier', 'n02095570-Lakeland_terrier', 'n02096051-Airedale', 'n02096177-cairn', 'n02096437-Dandie_Dinmont', 'n02096294-Australian_terrier', 'n02097047-miniature_schnauzer', 'n02096585-Boston_bull', 'n02097474-Tibetan_terrier', 'n02097130-giant_schnauzer', 'n02097209-standard_schnauzer', 'n02097298-Scotch_terrier', 'n02098413-Lhasa', 'n02098286-West_Highland_white_terrier', 'n02097658-silky_terrier', 'n02101006-Gordon_setter', 'n02100735-English_setter', 'n02100877-Irish_setter', 'n02099601-golden_retriever', 'n02100583-vizsla', 'n02099849-Chesapeake_Bay_retriever', 'n02099712-Labrador_retriever', 'n02101556-clumber', 'n02101388-Brittany_spaniel', 'n02102040-English_springer', 'n02102177-Welsh_springer_spaniel', 'n02102480-Sussex_spaniel', 'n02102318-cocker_spaniel', 'n02104029-kuvasz', 'n02102973-Irish_water_spaniel', 'n02105641-Old_English_sheepdog', 'n02104365-schipperke', 'n02105855-Shetland_sheepdog', 'n02105251-briard', 'n02105162-malinois', 'n02105505-komondor', 'n02105412-kelpie', 'n02105056-groenendael', 'n02106030-collie', 'n02106166-Border_collie', 'n02107574-Greater_Swiss_Mountain_dog', 'n02106382-Bouvier_des_Flandres', 'n02107908-Appenzeller', 'n02107142-Doberman', 'n02107683-Bernese_mountain_dog', 'n02106662-German_shepherd', 'n02107312-miniature_pinscher', 'n02106550-Rottweiler', 'n02108089-boxer', 'n02108000-EntleBucher', 'n02108422-bull_mastiff', 'n02108551-Tibetan_mastiff', 'n02109047-Great_Dane', 'n02108915-French_bulldog', 'n02110627-affenpinscher', 'n02110806-basenji', 'n02109961-Eskimo_dog', 'n02110958-pug', 'n02110063-malamute', 'n02110185-Siberian_husky', 'n02111129-Leonberg', 'n02109525-Saint_Bernard', 'n02111277-Newfoundland', 'n02111500-Great_Pyrenees', 'n02112018-Pomeranian', 'n02111889-Samoyed', 'n02112137-chow', 'n02112350-keeshond', 'n02115641-dingo', 'n02113186-Cardigan', 'n02113712-miniature_poodle', 'n02113799-standard_poodle', 'n02113023-Pembroke', 'n02112706-Brabancon_griffon', 'n02113624-toy_poodle', 'n02113978-Mexican_hairless', 'n02116738-African_hunting_dog', 'n02115913-dhole', 'n02086240-Shih_Tzu', 'n02089078-black_and_tan_coonhound', 'n02095314-wire_haired_fox_terrier', 'n02098105-soft_coated_wheaten_terrier', 'n02099267-flat_coated_retriever', 'n02099429-curly_coated_retriever', 'n02100236-German_short_haired_pointer']
#get the breed name
dogbreeds_imageFolderList_all_df.rename(columns={0: 'folder_breed'}, inplace=True)
dogbreeds_imageFolderList_all_df
dogbreeds_imageFolderList_all_df[['breedid','breed']] = dogbreeds_imageFolderList_all_df['folder_breed'].str.split("-",expand=True)
dogbreeds_imageFolderList_all_df
| folder_breed | breedid | breed | |
|---|---|---|---|
| 0 | n02085620-Chihuahua | n02085620 | Chihuahua |
| 1 | n02086079-Pekinese | n02086079 | Pekinese |
| 2 | n02086646-Blenheim_spaniel | n02086646 | Blenheim_spaniel |
| 3 | n02085782-Japanese_spaniel | n02085782 | Japanese_spaniel |
| 4 | n02085936-Maltese_dog | n02085936 | Maltese_dog |
| ... | ... | ... | ... |
| 115 | n02095314-wire_haired_fox_terrier | n02095314 | wire_haired_fox_terrier |
| 116 | n02098105-soft_coated_wheaten_terrier | n02098105 | soft_coated_wheaten_terrier |
| 117 | n02099267-flat_coated_retriever | n02099267 | flat_coated_retriever |
| 118 | n02099429-curly_coated_retriever | n02099429 | curly_coated_retriever |
| 119 | n02100236-German_short_haired_pointer | n02100236 | German_short_haired_pointer |
120 rows × 3 columns
#split dog breed strings separated by "_"
dogbreeds_imageFolderList_all_df[['temp1','temp2','temp3','temp4']] = dogbreeds_imageFolderList_all_df['breed'].str.split("_", expand=True)
#concatenate the strings from the temporary fields, don't add anything if it is a nan
dogbreeds_imageFolderList_all_df['dogbreed'] = dogbreeds_imageFolderList_all_df['temp1'] + " " + dogbreeds_imageFolderList_all_df['temp2'].fillna('') + " "+ dogbreeds_imageFolderList_all_df['temp3'].fillna('') + " " + dogbreeds_imageFolderList_all_df['temp4'].fillna('')
#drop the temporary columns
dogbreeds_imageFolderList_all_df.drop(columns=['temp1','temp2','temp3','temp4'], axis=1, inplace=True)
#remove trailing white spaces
dogbreeds_imageFolderList_all_df['dogbreed'] = dogbreeds_imageFolderList_all_df['dogbreed'].str.upper()
dogbreeds_imageFolderList_all_df['dogbreed'] = dogbreeds_imageFolderList_all_df['dogbreed'].str.strip()
dogbreeds_imageFolderList_all_df
| folder_breed | breedid | breed | dogbreed | |
|---|---|---|---|---|
| 0 | n02085620-Chihuahua | n02085620 | Chihuahua | CHIHUAHUA |
| 1 | n02086079-Pekinese | n02086079 | Pekinese | PEKINESE |
| 2 | n02086646-Blenheim_spaniel | n02086646 | Blenheim_spaniel | BLENHEIM SPANIEL |
| 3 | n02085782-Japanese_spaniel | n02085782 | Japanese_spaniel | JAPANESE SPANIEL |
| 4 | n02085936-Maltese_dog | n02085936 | Maltese_dog | MALTESE DOG |
| ... | ... | ... | ... | ... |
| 115 | n02095314-wire_haired_fox_terrier | n02095314 | wire_haired_fox_terrier | WIRE HAIRED FOX TERRIER |
| 116 | n02098105-soft_coated_wheaten_terrier | n02098105 | soft_coated_wheaten_terrier | SOFT COATED WHEATEN TERRIER |
| 117 | n02099267-flat_coated_retriever | n02099267 | flat_coated_retriever | FLAT COATED RETRIEVER |
| 118 | n02099429-curly_coated_retriever | n02099429 | curly_coated_retriever | CURLY COATED RETRIEVER |
| 119 | n02100236-German_short_haired_pointer | n02100236 | German_short_haired_pointer | GERMAN SHORT HAIRED POINTER |
120 rows × 4 columns
Create a Function to display images using matplotlib.mpimg
#function to display the raw image of dogs
def show_folder_images_raw(dogbreed, no_images):
plt.figure(figsize=(16,16))
raw_image_dir = image_raw_dir_all+"{}/".format(dogbreed)
images = os.listdir(raw_image_dir)[:no_images]
print("Folder : ", raw_image_dir)
for i in range(no_images):
#use matplotlib mpimg to read images
img = mpimg.imread(raw_image_dir + images[i])
#syntax subplot:
#matplotlib.pyplot.subplots(nrows=1, ncols=1, *,
#sharex=False, sharey=False, squeeze=True,
#width_ratios=None, height_ratios=None,
#subplot_kw=None, gridspec_kw=None, **fig_kw)
#set padding spaces between subplots so there is no overlapping
plt.tight_layout()
#extract picture number
img_index_jpg = os.path.basename(raw_image_dir + images[i]).split('_')
img_index = img_index_jpg[1].split('.')
plt.subplot(no_images/4+1, 4, i+1).set_title(img_index[0])
plt.imshow(img)
plt.axis('on')
Display raw images of the several dog breeds
#Display some images of the breed indexed 0
#randomdoggy = random.randrange(0,num_breeds-1)
print("First Doggy at ", 0)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][0]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][0], 24)
randoggy1=0
First Doggy at 0 Breed : CHIHUAHUA Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02085620-Chihuahua/
#display some images of a random dog breed
randomdoggy = random.randrange(0,num_breeds-1)
print("Random Doggy at ", randomdoggy)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randomdoggy]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][randomdoggy], 24)
randoggy2=randomdoggy
Random Doggy at 97 Breed : NEWFOUNDLAND Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02111277-Newfoundland/
randomdoggy = random.randrange(0,num_breeds-1)
print("Random Doggy at ", randomdoggy)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randomdoggy]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][randomdoggy], 24)
randoggy3=randomdoggy
Random Doggy at 55 Breed : CHESAPEAKE BAY RETRIEVER Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02099849-Chesapeake_Bay_retriever/
randomdoggy = random.randrange(0,num_breeds-1)
print("Random Doggy at ", randomdoggy)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randomdoggy]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][randomdoggy], 24)
randoggy4=randomdoggy
Random Doggy at 65 Breed : OLD ENGLISH SHEEPDOG Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02105641-Old_English_sheepdog/
randomdoggy = random.randrange(0,num_breeds-1)
print("Random Doggy at ", randomdoggy)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randomdoggy]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][randomdoggy], 24)
randoggy5=randomdoggy
Random Doggy at 24 Breed : SCOTTISH DEERHOUND Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02092002-Scottish_deerhound/
#We will do this later
#what dog breed do you want to visualize?
#print('Enter your breed name:')
#breed_to_search = input()
#print('Searching for ' + breed_to_search)
Creating Subfolders where to store normalized images
#Create a folder to save normalized images
mainEditImages = False
subEditImages = False
editedImagesPath = image_dir_all + 'editedImages'
mainEditImages = os.path.exists(editedImagesPath)
#main folder does not exist
subEditImagesPath = editedImagesPath+ '/' + dogbreed
if not mainEditImages:
# Create directory to store editedImages
os.makedirs(editedImagesPath)
#prepare to create subfolders for every dog breed
for dogbreed in dogbreeds_imageFolderList_all_df['folder_breed']:
subEditImages = os.path.exists(subEditImagesPath)
#now check if sub folders exist
#subfolder does not exist:
if not subEditImages:
os.mkdir(subEditImagesPath)
print('Created {} subfolder to store cropped images.'.format(dogbreed))
#subfolder exists
else:
print('Did not create {} subfolder to store cropped image. Already exists.'.format(dogbreed))
#main folder exists
else:
print("Folder <editedImages> not created. Already existed.")
#prepare to create subfolders for every dog breed if necessary
for dogbreed in dogbreeds_imageFolderList_all_df['folder_breed']:
subEditImages = os.path.exists(subEditImagesPath)
#main folder exists, but subfolders don't exist
if not subEditImages:
os.mkdir(subEditImagesPath)
print('Created {} subfolder to store cropped images.'.format(dogbreed))
#main folder exists and subfolders exist
else:
print('Did not create {} subfolder to store cropped image. Already exists.'.format(dogbreed))
Folder <editedImages> not created. Already existed. Created n02085620-Chihuahua subfolder to store cropped images. Did not create n02086079-Pekinese subfolder to store cropped image. Already exists. Did not create n02086646-Blenheim_spaniel subfolder to store cropped image. Already exists. Did not create n02085782-Japanese_spaniel subfolder to store cropped image. Already exists. Did not create n02085936-Maltese_dog subfolder to store cropped image. Already exists. Did not create n02087046-toy_terrier subfolder to store cropped image. Already exists. Did not create n02086910-papillon subfolder to store cropped image. Already exists. Did not create n02088094-Afghan_hound subfolder to store cropped image. Already exists. Did not create n02087394-Rhodesian_ridgeback subfolder to store cropped image. Already exists. Did not create n02088364-beagle subfolder to store cropped image. Already exists. Did not create n02088238-basset subfolder to store cropped image. Already exists. Did not create n02088632-bluetick subfolder to store cropped image. Already exists. Did not create n02088466-bloodhound subfolder to store cropped image. Already exists. Did not create n02089867-Walker_hound subfolder to store cropped image. Already exists. Did not create n02089973-English_foxhound subfolder to store cropped image. Already exists. Did not create n02091134-whippet subfolder to store cropped image. Already exists. Did not create n02090721-Irish_wolfhound subfolder to store cropped image. Already exists. Did not create n02090379-redbone subfolder to store cropped image. Already exists. Did not create n02090622-borzoi subfolder to store cropped image. Already exists. Did not create n02091032-Italian_greyhound subfolder to store cropped image. Already exists. Did not create n02091244-Ibizan_hound subfolder to store cropped image. Already exists. Did not create n02091467-Norwegian_elkhound subfolder to store cropped image. Already exists. Did not create n02091635-otterhound subfolder to store cropped image. Already exists. Did not create n02091831-Saluki subfolder to store cropped image. Already exists. Did not create n02092002-Scottish_deerhound subfolder to store cropped image. Already exists. Did not create n02092339-Weimaraner subfolder to store cropped image. Already exists. Did not create n02093428-American_Staffordshire_terrier subfolder to store cropped image. Already exists. Did not create n02093256-Staffordshire_bullterrier subfolder to store cropped image. Already exists. Did not create n02094433-Yorkshire_terrier subfolder to store cropped image. Already exists. Did not create n02093859-Kerry_blue_terrier subfolder to store cropped image. Already exists. Did not create n02093647-Bedlington_terrier subfolder to store cropped image. Already exists. Did not create n02094114-Norfolk_terrier subfolder to store cropped image. Already exists. Did not create n02093991-Irish_terrier subfolder to store cropped image. Already exists. Did not create n02094258-Norwich_terrier subfolder to store cropped image. Already exists. Did not create n02093754-Border_terrier subfolder to store cropped image. Already exists. Did not create n02095889-Sealyham_terrier subfolder to store cropped image. Already exists. Did not create n02095570-Lakeland_terrier subfolder to store cropped image. Already exists. Did not create n02096051-Airedale subfolder to store cropped image. Already exists. Did not create n02096177-cairn subfolder to store cropped image. Already exists. Did not create n02096437-Dandie_Dinmont subfolder to store cropped image. Already exists. Did not create n02096294-Australian_terrier subfolder to store cropped image. Already exists. Did not create n02097047-miniature_schnauzer subfolder to store cropped image. Already exists. Did not create n02096585-Boston_bull subfolder to store cropped image. Already exists. Did not create n02097474-Tibetan_terrier subfolder to store cropped image. Already exists. Did not create n02097130-giant_schnauzer subfolder to store cropped image. Already exists. Did not create n02097209-standard_schnauzer subfolder to store cropped image. Already exists. Did not create n02097298-Scotch_terrier subfolder to store cropped image. Already exists. Did not create n02098413-Lhasa subfolder to store cropped image. Already exists. Did not create n02098286-West_Highland_white_terrier subfolder to store cropped image. Already exists. Did not create n02097658-silky_terrier subfolder to store cropped image. Already exists. Did not create n02101006-Gordon_setter subfolder to store cropped image. Already exists. Did not create n02100735-English_setter subfolder to store cropped image. Already exists. Did not create n02100877-Irish_setter subfolder to store cropped image. Already exists. Did not create n02099601-golden_retriever subfolder to store cropped image. Already exists. Did not create n02100583-vizsla subfolder to store cropped image. Already exists. Did not create n02099849-Chesapeake_Bay_retriever subfolder to store cropped image. Already exists. Did not create n02099712-Labrador_retriever subfolder to store cropped image. Already exists. Did not create n02101556-clumber subfolder to store cropped image. Already exists. Did not create n02101388-Brittany_spaniel subfolder to store cropped image. Already exists. Did not create n02102040-English_springer subfolder to store cropped image. Already exists. Did not create n02102177-Welsh_springer_spaniel subfolder to store cropped image. Already exists. Did not create n02102480-Sussex_spaniel subfolder to store cropped image. Already exists. Did not create n02102318-cocker_spaniel subfolder to store cropped image. Already exists. Did not create n02104029-kuvasz subfolder to store cropped image. Already exists. Did not create n02102973-Irish_water_spaniel subfolder to store cropped image. Already exists. Did not create n02105641-Old_English_sheepdog subfolder to store cropped image. Already exists. Did not create n02104365-schipperke subfolder to store cropped image. Already exists. Did not create n02105855-Shetland_sheepdog subfolder to store cropped image. Already exists. Did not create n02105251-briard subfolder to store cropped image. Already exists. Did not create n02105162-malinois subfolder to store cropped image. Already exists. Did not create n02105505-komondor subfolder to store cropped image. Already exists. Did not create n02105412-kelpie subfolder to store cropped image. Already exists. Did not create n02105056-groenendael subfolder to store cropped image. Already exists. Did not create n02106030-collie subfolder to store cropped image. Already exists. Did not create n02106166-Border_collie subfolder to store cropped image. Already exists. Did not create n02107574-Greater_Swiss_Mountain_dog subfolder to store cropped image. Already exists. Did not create n02106382-Bouvier_des_Flandres subfolder to store cropped image. Already exists. Did not create n02107908-Appenzeller subfolder to store cropped image. Already exists. Did not create n02107142-Doberman subfolder to store cropped image. Already exists. Did not create n02107683-Bernese_mountain_dog subfolder to store cropped image. Already exists. Did not create n02106662-German_shepherd subfolder to store cropped image. Already exists. Did not create n02107312-miniature_pinscher subfolder to store cropped image. Already exists. Did not create n02106550-Rottweiler subfolder to store cropped image. Already exists. Did not create n02108089-boxer subfolder to store cropped image. Already exists. Did not create n02108000-EntleBucher subfolder to store cropped image. Already exists. Did not create n02108422-bull_mastiff subfolder to store cropped image. Already exists. Did not create n02108551-Tibetan_mastiff subfolder to store cropped image. Already exists. Did not create n02109047-Great_Dane subfolder to store cropped image. Already exists. Did not create n02108915-French_bulldog subfolder to store cropped image. Already exists. Did not create n02110627-affenpinscher subfolder to store cropped image. Already exists. Did not create n02110806-basenji subfolder to store cropped image. Already exists. Did not create n02109961-Eskimo_dog subfolder to store cropped image. Already exists. Did not create n02110958-pug subfolder to store cropped image. Already exists. Did not create n02110063-malamute subfolder to store cropped image. Already exists. Did not create n02110185-Siberian_husky subfolder to store cropped image. Already exists. Did not create n02111129-Leonberg subfolder to store cropped image. Already exists. Did not create n02109525-Saint_Bernard subfolder to store cropped image. Already exists. Did not create n02111277-Newfoundland subfolder to store cropped image. Already exists. Did not create n02111500-Great_Pyrenees subfolder to store cropped image. Already exists. Did not create n02112018-Pomeranian subfolder to store cropped image. Already exists. Did not create n02111889-Samoyed subfolder to store cropped image. Already exists. Did not create n02112137-chow subfolder to store cropped image. Already exists. Did not create n02112350-keeshond subfolder to store cropped image. Already exists. Did not create n02115641-dingo subfolder to store cropped image. Already exists. Did not create n02113186-Cardigan subfolder to store cropped image. Already exists. Did not create n02113712-miniature_poodle subfolder to store cropped image. Already exists. Did not create n02113799-standard_poodle subfolder to store cropped image. Already exists. Did not create n02113023-Pembroke subfolder to store cropped image. Already exists. Did not create n02112706-Brabancon_griffon subfolder to store cropped image. Already exists. Did not create n02113624-toy_poodle subfolder to store cropped image. Already exists. Did not create n02113978-Mexican_hairless subfolder to store cropped image. Already exists. Did not create n02116738-African_hunting_dog subfolder to store cropped image. Already exists. Did not create n02115913-dhole subfolder to store cropped image. Already exists. Did not create n02086240-Shih_Tzu subfolder to store cropped image. Already exists. Did not create n02089078-black_and_tan_coonhound subfolder to store cropped image. Already exists. Did not create n02095314-wire_haired_fox_terrier subfolder to store cropped image. Already exists. Did not create n02098105-soft_coated_wheaten_terrier subfolder to store cropped image. Already exists. Did not create n02099267-flat_coated_retriever subfolder to store cropped image. Already exists. Did not create n02099429-curly_coated_retriever subfolder to store cropped image. Already exists. Did not create n02100236-German_short_haired_pointer subfolder to store cropped image. Already exists. Did not create editedImages subfolder to store cropped image. Already exists.
Normalizing images using ElementTree to parse through JSON annotation files
#Important Note: Do not run this cell if you have already done it and normalized images. If you do, it will destroy all previously normalized images.
import xml.etree.ElementTree as ET
#so the first image is 0 as the first index
imgno = -1
#now lets try resizing
#for this we are going to use the annotation directory
for dogbreed in os.listdir(editedImagesPath):
for file in os.listdir(annotation_dir_all+'{}'.format(dogbreed)):
img = Image.open(image_raw_dir_all+'{}/{}.jpg'.format(dogbreed, file))
tree = ET.parse(annotation_dir_all + '{}/{}'.format(dogbreed, file))
xmin = int(tree.getroot().findall('object')[0].find('bndbox').find('xmin').text)
xmax = int(tree.getroot().findall('object')[0].find('bndbox').find('xmax').text)
ymin = int(tree.getroot().findall('object')[0].find('bndbox').find('ymin').text)
ymax = int(tree.getroot().findall('object')[0].find('bndbox').find('ymax').text)
img = img.crop((xmin, ymin, xmax, ymax))
img = img.convert('RGB')
img = img.resize((224, 224))
imgno = imgno +1
per = (imgno/len(dogbreeds_list_all_df))*100
img.save(editedImagesPath+'/' + dogbreed + '/' + file + '.jpg')
print("Saved Img# "+str(imgno+1)+" : "+str(f'{per:.3f}')+"% "+editedImagesPath+'/' + dogbreed + '/' + file + '.jpg')
Streaming output truncated to the last 5000 lines.
Saved Img# 15581 : 75.705% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1633.jpg
Saved Img# 15582 : 75.709% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_17033.jpg
Saved Img# 15583 : 75.714% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_15315.jpg
Saved Img# 15584 : 75.719% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_135.jpg
Saved Img# 15585 : 75.724% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1328.jpg
Saved Img# 15586 : 75.729% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_16953.jpg
Saved Img# 15587 : 75.734% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1276.jpg
Saved Img# 15588 : 75.739% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_12993.jpg
Saved Img# 15589 : 75.743% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1413.jpg
Saved Img# 15590 : 75.748% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_131.jpg
Saved Img# 15591 : 75.753% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_17006.jpg
Saved Img# 15592 : 75.758% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_16311.jpg
Saved Img# 15593 : 75.763% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_15257.jpg
Saved Img# 15594 : 75.768% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1613.jpg
Saved Img# 15595 : 75.773% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_16095.jpg
Saved Img# 15596 : 75.777% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18163.jpg
Saved Img# 15597 : 75.782% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2609.jpg
Saved Img# 15598 : 75.787% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18527.jpg
Saved Img# 15599 : 75.792% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2272.jpg
Saved Img# 15600 : 75.797% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_19358.jpg
Saved Img# 15601 : 75.802% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2188.jpg
Saved Img# 15602 : 75.807% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_17141.jpg
Saved Img# 15603 : 75.811% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2317.jpg
Saved Img# 15604 : 75.816% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_20429.jpg
Saved Img# 15605 : 75.821% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2608.jpg
Saved Img# 15606 : 75.826% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_21073.jpg
Saved Img# 15607 : 75.831% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_21096.jpg
Saved Img# 15608 : 75.836% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2406.jpg
Saved Img# 15609 : 75.841% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2492.jpg
Saved Img# 15610 : 75.845% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2599.jpg
Saved Img# 15611 : 75.850% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1767.jpg
Saved Img# 15612 : 75.855% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2522.jpg
Saved Img# 15613 : 75.860% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_20013.jpg
Saved Img# 15614 : 75.865% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2532.jpg
Saved Img# 15615 : 75.870% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_19261.jpg
Saved Img# 15616 : 75.875% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2555.jpg
Saved Img# 15617 : 75.879% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1949.jpg
Saved Img# 15618 : 75.884% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_20002.jpg
Saved Img# 15619 : 75.889% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1948.jpg
Saved Img# 15620 : 75.894% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2584.jpg
Saved Img# 15621 : 75.899% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_17082.jpg
Saved Img# 15622 : 75.904% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_1971.jpg
Saved Img# 15623 : 75.909% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18009.jpg
Saved Img# 15624 : 75.914% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2369.jpg
Saved Img# 15625 : 75.918% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2388.jpg
Saved Img# 15626 : 75.923% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18454.jpg
Saved Img# 15627 : 75.928% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18381.jpg
Saved Img# 15628 : 75.933% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_18552.jpg
Saved Img# 15629 : 75.938% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4182.jpg
Saved Img# 15630 : 75.943% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_5080.jpg
Saved Img# 15631 : 75.948% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4054.jpg
Saved Img# 15632 : 75.952% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3956.jpg
Saved Img# 15633 : 75.957% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_5554.jpg
Saved Img# 15634 : 75.962% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3810.jpg
Saved Img# 15635 : 75.967% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3217.jpg
Saved Img# 15636 : 75.972% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4451.jpg
Saved Img# 15637 : 75.977% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3992.jpg
Saved Img# 15638 : 75.982% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4619.jpg
Saved Img# 15639 : 75.986% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3817.jpg
Saved Img# 15640 : 75.991% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3054.jpg
Saved Img# 15641 : 75.996% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3027.jpg
Saved Img# 15642 : 76.001% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4509.jpg
Saved Img# 15643 : 76.006% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_52.jpg
Saved Img# 15644 : 76.011% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2727.jpg
Saved Img# 15645 : 76.016% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3159.jpg
Saved Img# 15646 : 76.020% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2675.jpg
Saved Img# 15647 : 76.025% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4369.jpg
Saved Img# 15648 : 76.030% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4157.jpg
Saved Img# 15649 : 76.035% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4428.jpg
Saved Img# 15650 : 76.040% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_5147.jpg
Saved Img# 15651 : 76.045% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4670.jpg
Saved Img# 15652 : 76.050% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_546.jpg
Saved Img# 15653 : 76.054% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3984.jpg
Saved Img# 15654 : 76.059% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4738.jpg
Saved Img# 15655 : 76.064% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3902.jpg
Saved Img# 15656 : 76.069% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_467.jpg
Saved Img# 15657 : 76.074% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2832.jpg
Saved Img# 15658 : 76.079% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4689.jpg
Saved Img# 15659 : 76.084% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_391.jpg
Saved Img# 15660 : 76.088% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2964.jpg
Saved Img# 15661 : 76.093% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2706.jpg
Saved Img# 15662 : 76.098% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4952.jpg
Saved Img# 15663 : 76.103% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_5066.jpg
Saved Img# 15664 : 76.108% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3715.jpg
Saved Img# 15665 : 76.113% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_5035.jpg
Saved Img# 15666 : 76.118% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_4801.jpg
Saved Img# 15667 : 76.122% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3479.jpg
Saved Img# 15668 : 76.127% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_2932.jpg
Saved Img# 15669 : 76.132% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_3946.jpg
Saved Img# 15670 : 76.137% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_6221.jpg
Saved Img# 15671 : 76.142% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_6119.jpg
Saved Img# 15672 : 76.147% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_8977.jpg
Saved Img# 15673 : 76.152% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_8185.jpg
Saved Img# 15674 : 76.156% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02109961-Eskimo_dog/n02109961_6778.jpg
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--------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) <ipython-input-63-3d15811e254e> in <module> 8 #for this we are going to use the annotation directory 9 for dogbreed in os.listdir(editedImagesPath): ---> 10 for file in os.listdir(annotation_dir_all+'{}'.format(dogbreed)): 11 img = Image.open(image_dir_all+'{}/{}.jpg'.format(dogbreed, file)) 12 tree = ET.parse(annotation_dir_all + '{}/{}'.format(dogbreed, file)) FileNotFoundError: [Errno 2] No such file or directory: '/content/gdrive/MyDrive/AI4ALL/Project/v4/Annotation/allbreeds/CHIHUAHUA'
#function to display image of edited dogs
image_dir_edited = image_dir_all+'editedImages/'
#function to display the raw image of dogs
def show_dir_images_edited(dogbreed, no_images):
plt.figure(figsize=(16,16))
img_folder_edited = image_dir_edited+"/{}/".format(dogbreed)
images = os.listdir(img_folder_edited)[:no_images]
print("Folder : ", img_folder_edited)
for i in range(no_images):
#use matplotlib mpimg to read images
img = mpimg.imread(img_folder_edited + images[i])
#syntax subplot:
#matplotlib.pyplot.subplots(nrows=1, ncols=1, *,
#sharex=False, sharey=False, squeeze=True,
#width_ratios=None, height_ratios=None,
#subplot_kw=None, gridspec_kw=None, **fig_kw)
#set padding spaces between subplots so there is no overlapping
plt.tight_layout()
#extract picture number
img_index_jpg = os.path.basename(img_folder_edited + images[i]).split('_')
img_index = img_index_jpg[1].split('.')
plt.subplot(no_images/4+1, 4, i+1).set_title(img_index[0])
plt.imshow(img)
plt.axis('on')
#compare to first doggy - raw image
randoggy1=0
print("Raw images")
print("Random Doggy at ", randoggy1)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randoggy1]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_folder_images_raw(dogbreeds_imageFolderList_all_df['folder_breed'][randoggy1], 24)
Raw images Random Doggy at 0 Breed : CHIHUAHUA Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/images/n02085620-Chihuahua/
#print edited
print("Edited images")
randoggy1=0
print("Random Doggy at ", randoggy1)
dogbreed = dogbreeds_imageFolderList_all_df['dogbreed'][randoggy1]
print("Breed : "+ dogbreed)
print("Breed ID: "+ dogbreeds_imageFolderList_all_df['breedid'][0])
show_dir_images_edited(dogbreeds_imageFolderList_all_df['folder_breed'][randoggy1], 24)
Edited images Random Doggy at 0 Breed : CHIHUAHUA Breed ID: n02085620 Folder : /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages//n02085620-Chihuahua/
We know that running the entire dataset will require a lot of computational power. We have tried this and we have not gotten very far. So lets try with a smaller dataset for now that contains only 10 breeds.
!pip install np_utils
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting np_utils
Downloading np_utils-0.6.0.tar.gz (61 kB)
|████████████████████████████████| 61 kB 496 kB/s
Requirement already satisfied: numpy>=1.0 in /usr/local/lib/python3.8/dist-packages (from np_utils) (1.21.6)
Building wheels for collected packages: np-utils
Building wheel for np-utils (setup.py) ... done
Created wheel for np-utils: filename=np_utils-0.6.0-py3-none-any.whl size=56460 sha256=9f47407d19ebec3e4d503e38934b12fd3e75e4d39efc1b3aec9618b64135db84
Stored in directory: /root/.cache/pip/wheels/55/8b/e7/a23fd46c709c21e3e6fcb55978d88b018f80d54018459978c3
Successfully built np-utils
Installing collected packages: np-utils
Successfully installed np-utils-0.6.0
from skimage.io import imread
from skimage.transform import resize
from PIL import Image
from imgaug import augmenters as iaa
from sklearn.model_selection import train_test_split
#import keras
from keras.models import *
from keras.layers import *
from keras.optimizers import *
from keras.utils import *
from keras.callbacks import *
from keras.applications.densenet import DenseNet121, preprocess_input
from keras.utils import np_utils
from keras.utils import to_categorical
image_dir_edited
'/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/'
breed_list_all = os.listdir(image_dir_edited)
breed_list_all
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02086646-Blenheim_spaniel', 'n02085782-Japanese_spaniel', 'n02085936-Maltese_dog', 'n02087046-toy_terrier', 'n02086910-papillon', 'n02088094-Afghan_hound', 'n02087394-Rhodesian_ridgeback', 'n02088364-beagle', 'n02088238-basset', 'n02088632-bluetick', 'n02088466-bloodhound', 'n02089867-Walker_hound', 'n02089973-English_foxhound', 'n02091134-whippet', 'n02090721-Irish_wolfhound', 'n02090379-redbone', 'n02090622-borzoi', 'n02091032-Italian_greyhound', 'n02091244-Ibizan_hound', 'n02091467-Norwegian_elkhound', 'n02091635-otterhound', 'n02091831-Saluki', 'n02092002-Scottish_deerhound', 'n02092339-Weimaraner', 'n02093428-American_Staffordshire_terrier', 'n02093256-Staffordshire_bullterrier', 'n02094433-Yorkshire_terrier', 'n02093859-Kerry_blue_terrier', 'n02093647-Bedlington_terrier', 'n02094114-Norfolk_terrier', 'n02093991-Irish_terrier', 'n02094258-Norwich_terrier', 'n02093754-Border_terrier', 'n02095889-Sealyham_terrier', 'n02095570-Lakeland_terrier', 'n02096051-Airedale', 'n02096177-cairn', 'n02096437-Dandie_Dinmont', 'n02096294-Australian_terrier', 'n02097047-miniature_schnauzer', 'n02096585-Boston_bull', 'n02097474-Tibetan_terrier', 'n02097130-giant_schnauzer', 'n02097209-standard_schnauzer', 'n02097298-Scotch_terrier', 'n02098413-Lhasa', 'n02098286-West_Highland_white_terrier', 'n02097658-silky_terrier', 'n02101006-Gordon_setter', 'n02100735-English_setter', 'n02100877-Irish_setter', 'n02099601-golden_retriever', 'n02100583-vizsla', 'n02099849-Chesapeake_Bay_retriever', 'n02099712-Labrador_retriever', 'n02101556-clumber', 'n02101388-Brittany_spaniel', 'n02102040-English_springer', 'n02102177-Welsh_springer_spaniel', 'n02102480-Sussex_spaniel', 'n02102318-cocker_spaniel', 'n02104029-kuvasz', 'n02102973-Irish_water_spaniel', 'n02105641-Old_English_sheepdog', 'n02104365-schipperke', 'n02105855-Shetland_sheepdog', 'n02105251-briard', 'n02105162-malinois', 'n02105505-komondor', 'n02105412-kelpie', 'n02105056-groenendael', 'n02106030-collie', 'n02106166-Border_collie', 'n02107574-Greater_Swiss_Mountain_dog', 'n02106382-Bouvier_des_Flandres', 'n02107908-Appenzeller', 'n02107142-Doberman', 'n02107683-Bernese_mountain_dog', 'n02106662-German_shepherd', 'n02107312-miniature_pinscher', 'n02106550-Rottweiler', 'n02108089-boxer', 'n02108000-EntleBucher', 'n02108422-bull_mastiff', 'n02108551-Tibetan_mastiff', 'n02109047-Great_Dane', 'n02108915-French_bulldog', 'n02110627-affenpinscher', 'n02110806-basenji', 'n02109961-Eskimo_dog', 'n02110958-pug', 'n02110063-malamute', 'n02110185-Siberian_husky', 'n02111129-Leonberg', 'n02109525-Saint_Bernard', 'n02111277-Newfoundland', 'n02111500-Great_Pyrenees', 'n02112018-Pomeranian', 'n02111889-Samoyed', 'n02112137-chow', 'n02112350-keeshond', 'n02115641-dingo', 'n02113186-Cardigan', 'n02113712-miniature_poodle', 'n02113799-standard_poodle', 'n02113023-Pembroke', 'n02112706-Brabancon_griffon', 'n02113624-toy_poodle', 'n02113978-Mexican_hairless', 'n02116738-African_hunting_dog', 'n02115913-dhole', 'n02086240-Shih_Tzu', 'n02089078-black_and_tan_coonhound', 'n02095314-wire_haired_fox_terrier', 'n02098105-soft_coated_wheaten_terrier', 'n02099267-flat_coated_retriever', 'n02099429-curly_coated_retriever', 'n02100236-German_short_haired_pointer']
dogbreeds_imageraw_Folder_all_df
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02086646-Blenheim_spaniel', 'n02085782-Japanese_spaniel', 'n02085936-Maltese_dog', 'n02087046-toy_terrier', 'n02086910-papillon', 'n02088094-Afghan_hound', 'n02087394-Rhodesian_ridgeback', 'n02088364-beagle', 'n02088238-basset', 'n02088632-bluetick', 'n02088466-bloodhound', 'n02089867-Walker_hound', 'n02089973-English_foxhound', 'n02091134-whippet', 'n02090721-Irish_wolfhound', 'n02090379-redbone', 'n02090622-borzoi', 'n02091032-Italian_greyhound', 'n02091244-Ibizan_hound', 'n02091467-Norwegian_elkhound', 'n02091635-otterhound', 'n02091831-Saluki', 'n02092002-Scottish_deerhound', 'n02092339-Weimaraner', 'n02093428-American_Staffordshire_terrier', 'n02093256-Staffordshire_bullterrier', 'n02094433-Yorkshire_terrier', 'n02093859-Kerry_blue_terrier', 'n02093647-Bedlington_terrier', 'n02094114-Norfolk_terrier', 'n02093991-Irish_terrier', 'n02094258-Norwich_terrier', 'n02093754-Border_terrier', 'n02095889-Sealyham_terrier', 'n02095570-Lakeland_terrier', 'n02096051-Airedale', 'n02096177-cairn', 'n02096437-Dandie_Dinmont', 'n02096294-Australian_terrier', 'n02097047-miniature_schnauzer', 'n02096585-Boston_bull', 'n02097474-Tibetan_terrier', 'n02097130-giant_schnauzer', 'n02097209-standard_schnauzer', 'n02097298-Scotch_terrier', 'n02098413-Lhasa', 'n02098286-West_Highland_white_terrier', 'n02097658-silky_terrier', 'n02101006-Gordon_setter', 'n02100735-English_setter', 'n02100877-Irish_setter', 'n02099601-golden_retriever', 'n02100583-vizsla', 'n02099849-Chesapeake_Bay_retriever', 'n02099712-Labrador_retriever', 'n02101556-clumber', 'n02101388-Brittany_spaniel', 'n02102040-English_springer', 'n02102177-Welsh_springer_spaniel', 'n02102480-Sussex_spaniel', 'n02102318-cocker_spaniel', 'n02104029-kuvasz', 'n02102973-Irish_water_spaniel', 'n02105641-Old_English_sheepdog', 'n02104365-schipperke', 'n02105855-Shetland_sheepdog', 'n02105251-briard', 'n02105162-malinois', 'n02105505-komondor', 'n02105412-kelpie', 'n02105056-groenendael', 'n02106030-collie', 'n02106166-Border_collie', 'n02107574-Greater_Swiss_Mountain_dog', 'n02106382-Bouvier_des_Flandres', 'n02107908-Appenzeller', 'n02107142-Doberman', 'n02107683-Bernese_mountain_dog', 'n02106662-German_shepherd', 'n02107312-miniature_pinscher', 'n02106550-Rottweiler', 'n02108089-boxer', 'n02108000-EntleBucher', 'n02108422-bull_mastiff', 'n02108551-Tibetan_mastiff', 'n02109047-Great_Dane', 'n02108915-French_bulldog', 'n02110627-affenpinscher', 'n02110806-basenji', 'n02109961-Eskimo_dog', 'n02110958-pug', 'n02110063-malamute', 'n02110185-Siberian_husky', 'n02111129-Leonberg', 'n02109525-Saint_Bernard', 'n02111277-Newfoundland', 'n02111500-Great_Pyrenees', 'n02112018-Pomeranian', 'n02111889-Samoyed', 'n02112137-chow', 'n02112350-keeshond', 'n02115641-dingo', 'n02113186-Cardigan', 'n02113712-miniature_poodle', 'n02113799-standard_poodle', 'n02113023-Pembroke', 'n02112706-Brabancon_griffon', 'n02113624-toy_poodle', 'n02113978-Mexican_hairless', 'n02116738-African_hunting_dog', 'n02115913-dhole', 'n02086240-Shih_Tzu', 'n02089078-black_and_tan_coonhound', 'n02095314-wire_haired_fox_terrier', 'n02098105-soft_coated_wheaten_terrier', 'n02099267-flat_coated_retriever', 'n02099429-curly_coated_retriever', 'n02100236-German_short_haired_pointer']
num_classes = len(breed_list_all)
print(num_classes)
120
dict_label = {}
dict_reverse_label = {}
for i, v in enumerate(breed_list_all):
dict_label.update({v: i})
dict_reverse_label.update({i : v})
dict_label
{'n02085620-Chihuahua': 0,
'n02086079-Pekinese': 1,
'n02086646-Blenheim_spaniel': 2,
'n02085782-Japanese_spaniel': 3,
'n02085936-Maltese_dog': 4,
'n02087046-toy_terrier': 5,
'n02086910-papillon': 6,
'n02088094-Afghan_hound': 7,
'n02087394-Rhodesian_ridgeback': 8,
'n02088364-beagle': 9,
'n02088238-basset': 10,
'n02088632-bluetick': 11,
'n02088466-bloodhound': 12,
'n02089867-Walker_hound': 13,
'n02089973-English_foxhound': 14,
'n02091134-whippet': 15,
'n02090721-Irish_wolfhound': 16,
'n02090379-redbone': 17,
'n02090622-borzoi': 18,
'n02091032-Italian_greyhound': 19,
'n02091244-Ibizan_hound': 20,
'n02091467-Norwegian_elkhound': 21,
'n02091635-otterhound': 22,
'n02091831-Saluki': 23,
'n02092002-Scottish_deerhound': 24,
'n02092339-Weimaraner': 25,
'n02093428-American_Staffordshire_terrier': 26,
'n02093256-Staffordshire_bullterrier': 27,
'n02094433-Yorkshire_terrier': 28,
'n02093859-Kerry_blue_terrier': 29,
'n02093647-Bedlington_terrier': 30,
'n02094114-Norfolk_terrier': 31,
'n02093991-Irish_terrier': 32,
'n02094258-Norwich_terrier': 33,
'n02093754-Border_terrier': 34,
'n02095889-Sealyham_terrier': 35,
'n02095570-Lakeland_terrier': 36,
'n02096051-Airedale': 37,
'n02096177-cairn': 38,
'n02096437-Dandie_Dinmont': 39,
'n02096294-Australian_terrier': 40,
'n02097047-miniature_schnauzer': 41,
'n02096585-Boston_bull': 42,
'n02097474-Tibetan_terrier': 43,
'n02097130-giant_schnauzer': 44,
'n02097209-standard_schnauzer': 45,
'n02097298-Scotch_terrier': 46,
'n02098413-Lhasa': 47,
'n02098286-West_Highland_white_terrier': 48,
'n02097658-silky_terrier': 49,
'n02101006-Gordon_setter': 50,
'n02100735-English_setter': 51,
'n02100877-Irish_setter': 52,
'n02099601-golden_retriever': 53,
'n02100583-vizsla': 54,
'n02099849-Chesapeake_Bay_retriever': 55,
'n02099712-Labrador_retriever': 56,
'n02101556-clumber': 57,
'n02101388-Brittany_spaniel': 58,
'n02102040-English_springer': 59,
'n02102177-Welsh_springer_spaniel': 60,
'n02102480-Sussex_spaniel': 61,
'n02102318-cocker_spaniel': 62,
'n02104029-kuvasz': 63,
'n02102973-Irish_water_spaniel': 64,
'n02105641-Old_English_sheepdog': 65,
'n02104365-schipperke': 66,
'n02105855-Shetland_sheepdog': 67,
'n02105251-briard': 68,
'n02105162-malinois': 69,
'n02105505-komondor': 70,
'n02105412-kelpie': 71,
'n02105056-groenendael': 72,
'n02106030-collie': 73,
'n02106166-Border_collie': 74,
'n02107574-Greater_Swiss_Mountain_dog': 75,
'n02106382-Bouvier_des_Flandres': 76,
'n02107908-Appenzeller': 77,
'n02107142-Doberman': 78,
'n02107683-Bernese_mountain_dog': 79,
'n02106662-German_shepherd': 80,
'n02107312-miniature_pinscher': 81,
'n02106550-Rottweiler': 82,
'n02108089-boxer': 83,
'n02108000-EntleBucher': 84,
'n02108422-bull_mastiff': 85,
'n02108551-Tibetan_mastiff': 86,
'n02109047-Great_Dane': 87,
'n02108915-French_bulldog': 88,
'n02110627-affenpinscher': 89,
'n02110806-basenji': 90,
'n02109961-Eskimo_dog': 91,
'n02110958-pug': 92,
'n02110063-malamute': 93,
'n02110185-Siberian_husky': 94,
'n02111129-Leonberg': 95,
'n02109525-Saint_Bernard': 96,
'n02111277-Newfoundland': 97,
'n02111500-Great_Pyrenees': 98,
'n02112018-Pomeranian': 99,
'n02111889-Samoyed': 100,
'n02112137-chow': 101,
'n02112350-keeshond': 102,
'n02115641-dingo': 103,
'n02113186-Cardigan': 104,
'n02113712-miniature_poodle': 105,
'n02113799-standard_poodle': 106,
'n02113023-Pembroke': 107,
'n02112706-Brabancon_griffon': 108,
'n02113624-toy_poodle': 109,
'n02113978-Mexican_hairless': 110,
'n02116738-African_hunting_dog': 111,
'n02115913-dhole': 112,
'n02086240-Shih_Tzu': 113,
'n02089078-black_and_tan_coonhound': 114,
'n02095314-wire_haired_fox_terrier': 115,
'n02098105-soft_coated_wheaten_terrier': 116,
'n02099267-flat_coated_retriever': 117,
'n02099429-curly_coated_retriever': 118,
'n02100236-German_short_haired_pointer': 119}
dict_reverse_label
{0: 'n02085620-Chihuahua',
1: 'n02086079-Pekinese',
2: 'n02086646-Blenheim_spaniel',
3: 'n02085782-Japanese_spaniel',
4: 'n02085936-Maltese_dog',
5: 'n02087046-toy_terrier',
6: 'n02086910-papillon',
7: 'n02088094-Afghan_hound',
8: 'n02087394-Rhodesian_ridgeback',
9: 'n02088364-beagle',
10: 'n02088238-basset',
11: 'n02088632-bluetick',
12: 'n02088466-bloodhound',
13: 'n02089867-Walker_hound',
14: 'n02089973-English_foxhound',
15: 'n02091134-whippet',
16: 'n02090721-Irish_wolfhound',
17: 'n02090379-redbone',
18: 'n02090622-borzoi',
19: 'n02091032-Italian_greyhound',
20: 'n02091244-Ibizan_hound',
21: 'n02091467-Norwegian_elkhound',
22: 'n02091635-otterhound',
23: 'n02091831-Saluki',
24: 'n02092002-Scottish_deerhound',
25: 'n02092339-Weimaraner',
26: 'n02093428-American_Staffordshire_terrier',
27: 'n02093256-Staffordshire_bullterrier',
28: 'n02094433-Yorkshire_terrier',
29: 'n02093859-Kerry_blue_terrier',
30: 'n02093647-Bedlington_terrier',
31: 'n02094114-Norfolk_terrier',
32: 'n02093991-Irish_terrier',
33: 'n02094258-Norwich_terrier',
34: 'n02093754-Border_terrier',
35: 'n02095889-Sealyham_terrier',
36: 'n02095570-Lakeland_terrier',
37: 'n02096051-Airedale',
38: 'n02096177-cairn',
39: 'n02096437-Dandie_Dinmont',
40: 'n02096294-Australian_terrier',
41: 'n02097047-miniature_schnauzer',
42: 'n02096585-Boston_bull',
43: 'n02097474-Tibetan_terrier',
44: 'n02097130-giant_schnauzer',
45: 'n02097209-standard_schnauzer',
46: 'n02097298-Scotch_terrier',
47: 'n02098413-Lhasa',
48: 'n02098286-West_Highland_white_terrier',
49: 'n02097658-silky_terrier',
50: 'n02101006-Gordon_setter',
51: 'n02100735-English_setter',
52: 'n02100877-Irish_setter',
53: 'n02099601-golden_retriever',
54: 'n02100583-vizsla',
55: 'n02099849-Chesapeake_Bay_retriever',
56: 'n02099712-Labrador_retriever',
57: 'n02101556-clumber',
58: 'n02101388-Brittany_spaniel',
59: 'n02102040-English_springer',
60: 'n02102177-Welsh_springer_spaniel',
61: 'n02102480-Sussex_spaniel',
62: 'n02102318-cocker_spaniel',
63: 'n02104029-kuvasz',
64: 'n02102973-Irish_water_spaniel',
65: 'n02105641-Old_English_sheepdog',
66: 'n02104365-schipperke',
67: 'n02105855-Shetland_sheepdog',
68: 'n02105251-briard',
69: 'n02105162-malinois',
70: 'n02105505-komondor',
71: 'n02105412-kelpie',
72: 'n02105056-groenendael',
73: 'n02106030-collie',
74: 'n02106166-Border_collie',
75: 'n02107574-Greater_Swiss_Mountain_dog',
76: 'n02106382-Bouvier_des_Flandres',
77: 'n02107908-Appenzeller',
78: 'n02107142-Doberman',
79: 'n02107683-Bernese_mountain_dog',
80: 'n02106662-German_shepherd',
81: 'n02107312-miniature_pinscher',
82: 'n02106550-Rottweiler',
83: 'n02108089-boxer',
84: 'n02108000-EntleBucher',
85: 'n02108422-bull_mastiff',
86: 'n02108551-Tibetan_mastiff',
87: 'n02109047-Great_Dane',
88: 'n02108915-French_bulldog',
89: 'n02110627-affenpinscher',
90: 'n02110806-basenji',
91: 'n02109961-Eskimo_dog',
92: 'n02110958-pug',
93: 'n02110063-malamute',
94: 'n02110185-Siberian_husky',
95: 'n02111129-Leonberg',
96: 'n02109525-Saint_Bernard',
97: 'n02111277-Newfoundland',
98: 'n02111500-Great_Pyrenees',
99: 'n02112018-Pomeranian',
100: 'n02111889-Samoyed',
101: 'n02112137-chow',
102: 'n02112350-keeshond',
103: 'n02115641-dingo',
104: 'n02113186-Cardigan',
105: 'n02113712-miniature_poodle',
106: 'n02113799-standard_poodle',
107: 'n02113023-Pembroke',
108: 'n02112706-Brabancon_griffon',
109: 'n02113624-toy_poodle',
110: 'n02113978-Mexican_hairless',
111: 'n02116738-African_hunting_dog',
112: 'n02115913-dhole',
113: 'n02086240-Shih_Tzu',
114: 'n02089078-black_and_tan_coonhound',
115: 'n02095314-wire_haired_fox_terrier',
116: 'n02098105-soft_coated_wheaten_terrier',
117: 'n02099267-flat_coated_retriever',
118: 'n02099429-curly_coated_retriever',
119: 'n02100236-German_short_haired_pointer'}
#Paths definition
def labelspaths():
#create three empty lists
paths = list()
labels = list()
targets = list()
for breed in dogbreeds_imageraw_Folder_all_df:
base_name = editedImagesPath+"/{}/".format(breed)
print("base_name: ",base_name)
for image_name in os.listdir(base_name):
paths.append(base_name + image_name)
labels.append(breed)
targets.append(dict_label[breed])
return paths, labels, targets
paths, labels, targets = labelspaths()
assert len(paths) == len(labels)
assert len(paths) == len(targets)
targets = np_utils.to_categorical(targets, num_classes = num_classes)
base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02085620-Chihuahua/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02086079-Pekinese/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02086646-Blenheim_spaniel/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02085782-Japanese_spaniel/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02085936-Maltese_dog/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02087046-toy_terrier/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02086910-papillon/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02088094-Afghan_hound/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02087394-Rhodesian_ridgeback/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02088364-beagle/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02088238-basset/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02088632-bluetick/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02088466-bloodhound/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02089867-Walker_hound/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02089973-English_foxhound/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02091134-whippet/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02090721-Irish_wolfhound/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02090379-redbone/ base_name: 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base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02095570-Lakeland_terrier/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02096051-Airedale/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02096177-cairn/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02096437-Dandie_Dinmont/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02096294-Australian_terrier/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02097047-miniature_schnauzer/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02096585-Boston_bull/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02097474-Tibetan_terrier/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02097130-giant_schnauzer/ base_name: 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base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02099267-flat_coated_retriever/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02099429-curly_coated_retriever/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/allbreeds/editedImages/n02100236-German_short_haired_pointer/
targets
array([[1., 0., 0., ..., 0., 0., 0.],
[1., 0., 0., ..., 0., 0., 0.],
[1., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 1.],
[0., 0., 0., ..., 0., 0., 1.],
[0., 0., 0., ..., 0., 0., 1.]], dtype=float32)
#ImageGenerator class
batch_size = 64
class ImageGenerator(Sequence):
def __init__(self, paths, targets, batch_size, shape, augment=False):
self.paths = paths
self.targets = targets
self.batch_size = batch_size
self.shape = shape
self.augment = augment
def __len__(self):
return int(np.ceil(len(self.paths) / float(self.batch_size)))
def __getitem__(self, idx):
batch_paths = self.paths[idx * self.batch_size : (idx + 1) * self.batch_size]
x = np.zeros((len(batch_paths), self.shape[0], self.shape[1], self.shape[2]), dtype=np.float32)
y = np.zeros((self.batch_size, num_classes, 1))
for i, path in enumerate(batch_paths):
x[i] = self.__load_image(path)
y = self.targets[idx * self.batch_size : (idx + 1) * self.batch_size]
return x, y
def __iter__(self):
for item in (self[i] for i in range(len(self))):
yield item
def __load_image(self, path):
image = imread(path)
image = preprocess_input(image)
if self.augment:
seq = iaa.Sequential([
iaa.OneOf([
iaa.Fliplr(0.5),
iaa.Flipud(0.5),
iaa.CropAndPad(percent=(-0.25, 0.25)),
iaa.Crop(percent=(0, 0.1)),
iaa.Sometimes(0.5,
iaa.GaussianBlur(sigma=(0, 0.5))
),
iaa.Affine(
scale={"x": (0.8, 1.2), "y": (0.8, 1.2)},
translate_percent={"x": (-0.2, 0.2), "y": (-0.2, 0.2)},
rotate=(-180, 180),
shear=(-8, 8)
)
])
], random_order=True)
image = seq.augment_image(image)
return image
train_paths, test_paths, train_targets, test_targets = train_test_split(paths,
targets,
test_size=0.15,
random_state=1)
train_X = ImageGenerator(train_paths, train_targets, batch_size=32, shape=(224,224,3), augment=True)
test_y = ImageGenerator(test_paths, test_targets, batch_size=32, shape=(224,224,3), augment=False)
#Use imagenet weights, softmax, relu
input_all = Input((224, 224, 3))
backbone_all = DenseNet121(input_tensor=input_all,
weights="imagenet",
include_top=False)
x = backbone_all.output
x = GlobalAveragePooling2D()(x)
x = Dense(1024, activation="relu")(x)
x = Dropout(0.5)(x)
x = Dense(512, activation="relu")(x)
x = Dropout(0.5)(x)
output_all = Dense(num_classes, activation="softmax")(x)
model_all = Model(input_all, output_all)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5 29084464/29084464 [==============================] - 0s 0us/step
for layer in model_all.layers[:-6]:
layer.trainable = False
model_all.compile(optimizer="adam",
loss="categorical_crossentropy",
metrics=["acc"])
#Train the model
training_log = model_all.fit_generator(generator=train_X,
steps_per_epoch=len(train_X),
validation_data=test_y,
validation_steps=len(test_y),
epochs=20)
Epoch 1/20 547/547 [==============================] - 4797s 9s/step - loss: 2.7111 - acc: 0.3261 - val_loss: 0.8231 - val_acc: 0.7483 Epoch 2/20 547/547 [==============================] - 409s 747ms/step - loss: 1.5849 - acc: 0.5413 - val_loss: 0.6964 - val_acc: 0.7781 Epoch 3/20 547/547 [==============================] - 421s 770ms/step - loss: 1.4173 - acc: 0.5940 - val_loss: 0.6215 - val_acc: 0.8050 Epoch 4/20 547/547 [==============================] - 418s 764ms/step - loss: 1.3451 - acc: 0.6094 - val_loss: 0.6486 - val_acc: 0.7920 Epoch 5/20 547/547 [==============================] - 423s 772ms/step - loss: 1.2979 - acc: 0.6234 - val_loss: 0.6038 - val_acc: 0.8037 Epoch 6/20 547/547 [==============================] - 426s 779ms/step - loss: 1.2535 - acc: 0.6377 - val_loss: 0.6150 - val_acc: 0.8017 Epoch 7/20 547/547 [==============================] - 425s 776ms/step - loss: 1.2528 - acc: 0.6344 - val_loss: 0.5865 - val_acc: 0.8076 Epoch 8/20 547/547 [==============================] - 434s 794ms/step - loss: 1.2080 - acc: 0.6445 - val_loss: 0.5830 - val_acc: 0.8082 Epoch 9/20 547/547 [==============================] - 438s 800ms/step - loss: 1.2175 - acc: 0.6444 - val_loss: 0.5878 - val_acc: 0.8144 Epoch 10/20 547/547 [==============================] - 436s 796ms/step - loss: 1.2211 - acc: 0.6461 - val_loss: 0.5764 - val_acc: 0.8157 Epoch 11/20 547/547 [==============================] - 432s 790ms/step - loss: 1.1796 - acc: 0.6536 - val_loss: 0.5878 - val_acc: 0.8228 Epoch 12/20 547/547 [==============================] - 435s 796ms/step - loss: 1.1945 - acc: 0.6571 - val_loss: 0.5916 - val_acc: 0.8024 Epoch 13/20 547/547 [==============================] - 431s 787ms/step - loss: 1.1799 - acc: 0.6575 - val_loss: 0.5976 - val_acc: 0.8170 Epoch 14/20 547/547 [==============================] - 433s 791ms/step - loss: 1.1698 - acc: 0.6581 - val_loss: 0.5918 - val_acc: 0.8076 Epoch 15/20 547/547 [==============================] - 430s 785ms/step - loss: 1.1472 - acc: 0.6674 - val_loss: 0.5845 - val_acc: 0.8121 Epoch 16/20 547/547 [==============================] - 430s 786ms/step - loss: 1.1519 - acc: 0.6658 - val_loss: 0.5822 - val_acc: 0.8098 Epoch 17/20 547/547 [==============================] - 432s 790ms/step - loss: 1.1445 - acc: 0.6705 - val_loss: 0.5364 - val_acc: 0.8280 Epoch 18/20 547/547 [==============================] - 438s 800ms/step - loss: 1.1478 - acc: 0.6710 - val_loss: 0.5704 - val_acc: 0.8167 Epoch 19/20 547/547 [==============================] - 435s 795ms/step - loss: 1.1593 - acc: 0.6660 - val_loss: 0.5626 - val_acc: 0.8231 Epoch 20/20 547/547 [==============================] - 434s 793ms/step - loss: 1.1314 - acc: 0.6736 - val_loss: 0.5494 - val_acc: 0.8277
plt.rcParams['figure.figsize'] = (6,6)
train_accuracy = training_log.history['acc']
test_accuracy = training_log.history['val_acc']
train_loss = training_log.history['loss']
test_loss = training_log.history['val_loss']
epochs = range(1, len(train_accuracy) + 1)
plt.title('Training and Testing accuracy', fontsize = 18)
plt.plot(epochs, train_accuracy, 'green', label='Training accuracy')
plt.plot(epochs, test_accuracy, 'orange', label='Testing accuracy')
plt.legend()
plt.figure()
plt.title('Training and Testing loss', fontsize= 18)
plt.plot(epochs, train_loss, 'green', label='Training loss')
plt.plot(epochs, test_loss, 'orange', label='Testing loss')
plt.legend()
plt.show()
for layer in model_all.layers[:]:
layer.trainable = True
!pip install pyyaml h5py
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Requirement already satisfied: pyyaml in /usr/local/lib/python3.8/dist-packages (6.0) Requirement already satisfied: h5py in /usr/local/lib/python3.8/dist-packages (3.1.0) Requirement already satisfied: numpy>=1.17.5 in /usr/local/lib/python3.8/dist-packages (from h5py) (1.21.6)
# a check point callback to save our model including our best weights
best_weights = ModelCheckpoint('model_dogbreeds_classify.h5',
monitor='acc',
verbose=1,
save_best_only=True,
mode='max',
save_weights_only=True)
# a reducing lr callback to reduce lr when val_loss doesn't increase
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2,
patience=1, verbose=1, mode='min',
min_delta=0.0001, cooldown=2, min_lr=1e-7)
# for early stop
early_stop = EarlyStopping(monitor="val_loss", mode="min", patience=5)
training_log = model_all.fit_generator(generator=train_X,
steps_per_epoch=len(train_X),
validation_data=test_y,
validation_steps=len(test_y),
epochs=20,
callbacks=[best_weights, reduce_lr, early_stop])
Epoch 1/20 547/547 [==============================] - ETA: 0s - loss: 1.1396 - acc: 0.6704 Epoch 1: acc improved from -inf to 0.67044, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 434s 793ms/step - loss: 1.1396 - acc: 0.6704 - val_loss: 0.5641 - val_acc: 0.8231 - lr: 0.0010 Epoch 2/20 547/547 [==============================] - ETA: 0s - loss: 1.1416 - acc: 0.6789 Epoch 2: acc improved from 0.67044 to 0.67890, saving model to model_dogbreeds_classify.h5 Epoch 2: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026. 547/547 [==============================] - 433s 792ms/step - loss: 1.1416 - acc: 0.6789 - val_loss: 0.5940 - val_acc: 0.8069 - lr: 0.0010 Epoch 3/20 547/547 [==============================] - ETA: 0s - loss: 0.9570 - acc: 0.7196 Epoch 3: acc improved from 0.67890 to 0.71960, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 431s 788ms/step - loss: 0.9570 - acc: 0.7196 - val_loss: 0.5084 - val_acc: 0.8448 - lr: 2.0000e-04 Epoch 4/20 547/547 [==============================] - ETA: 0s - loss: 0.9229 - acc: 0.7306 Epoch 4: acc improved from 0.71960 to 0.73064, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 432s 790ms/step - loss: 0.9229 - acc: 0.7306 - val_loss: 0.5003 - val_acc: 0.8468 - lr: 2.0000e-04 Epoch 5/20 547/547 [==============================] - ETA: 0s - loss: 0.8917 - acc: 0.7390 Epoch 5: acc improved from 0.73064 to 0.73904, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 431s 788ms/step - loss: 0.8917 - acc: 0.7390 - val_loss: 0.4970 - val_acc: 0.8497 - lr: 2.0000e-04 Epoch 6/20 547/547 [==============================] - ETA: 0s - loss: 0.8690 - acc: 0.7383 Epoch 6: acc did not improve from 0.73904 547/547 [==============================] - 432s 789ms/step - loss: 0.8690 - acc: 0.7383 - val_loss: 0.4940 - val_acc: 0.8490 - lr: 2.0000e-04 Epoch 7/20 547/547 [==============================] - ETA: 0s - loss: 0.8730 - acc: 0.7418 Epoch 7: acc improved from 0.73904 to 0.74184, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 435s 795ms/step - loss: 0.8730 - acc: 0.7418 - val_loss: 0.4921 - val_acc: 0.8510 - lr: 2.0000e-04 Epoch 8/20 547/547 [==============================] - ETA: 0s - loss: 0.8537 - acc: 0.7486 Epoch 8: acc improved from 0.74184 to 0.74859, saving model to model_dogbreeds_classify.h5 Epoch 8: ReduceLROnPlateau reducing learning rate to 4.0000001899898055e-05. 547/547 [==============================] - 436s 797ms/step - loss: 0.8537 - acc: 0.7486 - val_loss: 0.4962 - val_acc: 0.8465 - lr: 2.0000e-04 Epoch 9/20 547/547 [==============================] - ETA: 0s - loss: 0.8374 - acc: 0.7529 Epoch 9: acc improved from 0.74859 to 0.75293, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 435s 796ms/step - loss: 0.8374 - acc: 0.7529 - val_loss: 0.4886 - val_acc: 0.8513 - lr: 4.0000e-05 Epoch 10/20 547/547 [==============================] - ETA: 0s - loss: 0.8231 - acc: 0.7556 Epoch 10: acc improved from 0.75293 to 0.75556, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 436s 797ms/step - loss: 0.8231 - acc: 0.7556 - val_loss: 0.4855 - val_acc: 0.8562 - lr: 4.0000e-05 Epoch 11/20 547/547 [==============================] - ETA: 0s - loss: 0.8143 - acc: 0.7550 Epoch 11: acc did not improve from 0.75556 Epoch 11: ReduceLROnPlateau reducing learning rate to 8.000000525498762e-06. 547/547 [==============================] - 441s 806ms/step - loss: 0.8143 - acc: 0.7550 - val_loss: 0.4855 - val_acc: 0.8568 - lr: 4.0000e-05 Epoch 12/20 547/547 [==============================] - ETA: 0s - loss: 0.8074 - acc: 0.7568 Epoch 12: acc improved from 0.75556 to 0.75682, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 440s 805ms/step - loss: 0.8074 - acc: 0.7568 - val_loss: 0.4852 - val_acc: 0.8565 - lr: 8.0000e-06 Epoch 13/20 547/547 [==============================] - ETA: 0s - loss: 0.8121 - acc: 0.7576 Epoch 13: acc improved from 0.75682 to 0.75756, saving model to model_dogbreeds_classify.h5 Epoch 13: ReduceLROnPlateau reducing learning rate to 1.6000001778593287e-06. 547/547 [==============================] - 441s 807ms/step - loss: 0.8121 - acc: 0.7576 - val_loss: 0.4852 - val_acc: 0.8562 - lr: 8.0000e-06 Epoch 14/20 547/547 [==============================] - ETA: 0s - loss: 0.7905 - acc: 0.7636 Epoch 14: acc improved from 0.75756 to 0.76362, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 444s 812ms/step - loss: 0.7905 - acc: 0.7636 - val_loss: 0.4850 - val_acc: 0.8571 - lr: 1.6000e-06 Epoch 15/20 547/547 [==============================] - ETA: 0s - loss: 0.7975 - acc: 0.7609 Epoch 15: acc did not improve from 0.76362 Epoch 15: ReduceLROnPlateau reducing learning rate to 3.200000264769187e-07. 547/547 [==============================] - 454s 829ms/step - loss: 0.7975 - acc: 0.7609 - val_loss: 0.4850 - val_acc: 0.8575 - lr: 1.6000e-06 Epoch 16/20 547/547 [==============================] - ETA: 0s - loss: 0.7906 - acc: 0.7621 Epoch 16: acc did not improve from 0.76362 547/547 [==============================] - 440s 805ms/step - loss: 0.7906 - acc: 0.7621 - val_loss: 0.4850 - val_acc: 0.8575 - lr: 3.2000e-07 Epoch 17/20 547/547 [==============================] - ETA: 0s - loss: 0.8012 - acc: 0.7580 Epoch 17: acc did not improve from 0.76362 Epoch 17: ReduceLROnPlateau reducing learning rate to 1e-07. 547/547 [==============================] - 443s 809ms/step - loss: 0.8012 - acc: 0.7580 - val_loss: 0.4850 - val_acc: 0.8578 - lr: 3.2000e-07 Epoch 18/20 547/547 [==============================] - ETA: 0s - loss: 0.8060 - acc: 0.7605 Epoch 18: acc did not improve from 0.76362 547/547 [==============================] - 440s 805ms/step - loss: 0.8060 - acc: 0.7605 - val_loss: 0.4849 - val_acc: 0.8578 - lr: 1.0000e-07 Epoch 19/20 547/547 [==============================] - ETA: 0s - loss: 0.8032 - acc: 0.7606 Epoch 19: acc did not improve from 0.76362 547/547 [==============================] - 440s 804ms/step - loss: 0.8032 - acc: 0.7606 - val_loss: 0.4849 - val_acc: 0.8578 - lr: 1.0000e-07 Epoch 20/20 547/547 [==============================] - ETA: 0s - loss: 0.7864 - acc: 0.7638 Epoch 20: acc improved from 0.76362 to 0.76385, saving model to model_dogbreeds_classify.h5 547/547 [==============================] - 443s 809ms/step - loss: 0.7864 - acc: 0.7638 - val_loss: 0.4849 - val_acc: 0.8578 - lr: 1.0000e-07
plt.rcParams['figure.figsize'] = (6,6)
train_accuracy = training_log.history['acc']
test_accuracy = training_log.history['val_acc']
train_loss = training_log.history['loss']
test_loss = training_log.history['val_loss']
epochs = range(1, len(train_accuracy) + 1)
plt.title('Training and Testing accuracy', fontsize = 18)
plt.plot(epochs, train_accuracy, 'green', label='Training accuracy')
plt.plot(epochs,test_accuracy, 'orange', label='Testing accuracy')
plt.legend()
plt.figure()
plt.title('Training and Testing loss', fontsize = 18)
plt.plot(epochs, train_loss, 'green', label='Training loss')
plt.plot(epochs, test_loss, 'orange', label='Testing loss')
plt.legend()
plt.show()
print(max(test_accuracy))
0.8577907085418701
def predict(url, filename):
# download and save
os.system("curl -s {} -o {}".format(url, filename))
img = Image.open(filename)
img = img.convert('RGB')
img = img.resize((224, 224))
img.save(filename)
# show image
plt.figure(figsize=(4, 4))
plt.imshow(img)
plt.axis('off')
# predict
img = imread(filename)
img = preprocess_input(img)
probs = model_all.predict(np.expand_dims(img, axis=0))
for idx in probs.argsort()[0][::-1][:5]:
print("{:.2f}%".format(probs[0][idx]*100), "\t", dict_reverse_label[idx].split("-")[-1])
predict("https://i.ibb.co/2qYRPFd/dingo-1.jpg", 'fullPrediction_1.jpg')
1/1 [==============================] - 2s 2s/step 96.01% dingo 3.91% dhole 0.05% basenji 0.01% Eskimo_dog 0.00% whippet
predict("https://i.ibb.co/XzJf3fv/rotweiler-1.jpg", 'fullPrediction_2.jpg')
1/1 [==============================] - 0s 116ms/step 99.85% Rottweiler 0.06% black_and_tan_coonhound 0.06% miniature_pinscher 0.01% Gordon_setter 0.01% Doberman
predict("https://i.ibb.co/yQFVpsw/pekinese-1.jpg", 'fullPrediction_3.jpg')
1/1 [==============================] - 0s 134ms/step 100.00% Pekinese 0.00% Brabancon_griffon 0.00% Japanese_spaniel 0.00% Shih_Tzu 0.00% Lhasa
predict("https://i.ibb.co/2nbqRn2/pug-1.jpg", 'fullPrediction_4.jpg')
1/1 [==============================] - 0s 115ms/step 99.90% pug 0.05% bull_mastiff 0.03% French_bulldog 0.01% boxer 0.00% Brabancon_griffon
predict("https://i.ibb.co/K9PM1X8/scotch-terrier-1.jpg", 'fullPrediction_5.jpg')
1/1 [==============================] - 0s 113ms/step 90.95% West_Highland_white_terrier 4.54% Norfolk_terrier 2.04% Scotch_terrier 1.55% cairn 0.18% Norwich_terrier
predict("https://i.ibb.co/GJ9jYhs/samoyed-1.jpg", 'fullPrediction_6.jpg')
1/1 [==============================] - 0s 122ms/step 99.57% Samoyed 0.43% Great_Pyrenees 0.00% Pomeranian 0.00% kuvasz 0.00% Eskimo_dog
predict("https://i.ibb.co/SXzdY5F/chihuahua-1.jpg", 'fullPrediction_7.jpg')
1/1 [==============================] - 0s 115ms/step 89.51% Chihuahua 3.01% Brabancon_griffon 1.74% Boston_bull 1.24% toy_terrier 1.22% Pekinese
predict("https://i.ibb.co/dG0Qjxx/cocker-spaniel-1.jpg", 'fullPrediction_8.jpg')
1/1 [==============================] - 0s 115ms/step 82.98% English_springer 16.22% cocker_spaniel 0.32% Japanese_spaniel 0.15% English_setter 0.10% Blenheim_spaniel
predict("https://i.ibb.co/GWHzV79/toy-poodle-1.jpg", 'fullPrediction_9.jpg')
1/1 [==============================] - 0s 124ms/step 60.88% toy_poodle 31.47% miniature_poodle 1.50% Lakeland_terrier 0.93% Lhasa 0.86% standard_poodle
predict("https://i.ibb.co/5nJZL2v/siberian-husky-1.jpg", 'fullPrediction_10.jpg')
1/1 [==============================] - 0s 116ms/step 52.32% Siberian_husky 39.22% Eskimo_dog 8.44% malamute 0.03% Norwegian_elkhound 0.00% collie
predict("https://i.ibb.co/VS0F3Tw/shibainu.gif", 'fullPrediction_11.jpg')
1/1 [==============================] - 0s 113ms/step 52.98% dingo 27.52% basenji 4.83% whippet 2.77% Italian_greyhound 2.34% American_Staffordshire_terrier
predict("https://i.ibb.co/xj4RWgF/boar.jpg", 'fullPrediction_12.jpg')
1/1 [==============================] - 0s 114ms/step 90.42% Mexican_hairless 2.24% Italian_greyhound 0.97% Doberman 0.76% kelpie 0.74% miniature_pinscher
predict("https://i.ibb.co/5FHLYHL/ren.jpg", 'fullPrediction_14.jpg')
1/1 [==============================] - 0s 120ms/step 23.37% Mexican_hairless 4.78% Chihuahua 4.03% miniature_poodle 3.46% Bedlington_terrier 3.22% Italian_greyhound
predict("https://i.ibb.co/SdZvKgN/o4.jpg", 'fullPrediction_15.jpg')
1/1 [==============================] - 0s 114ms/step 72.65% Shih_Tzu 17.84% Lhasa 5.63% Pekinese 3.75% Maltese_dog 0.07% Japanese_spaniel
predict("https://i.ibb.co/ygDbTD8/o3.jpg", 'fullPrediction_16.jpg')
1/1 [==============================] - 0s 121ms/step 5.79% miniature_poodle 4.79% standard_poodle 4.54% komondor 4.37% Bedlington_terrier 4.26% toy_poodle
predict("https://i.ibb.co/hB95Z13/o5.jpg", 'fullPrediction_17.jpg')
1/1 [==============================] - 0s 125ms/step 98.88% Chihuahua 0.83% Boston_bull 0.19% toy_terrier 0.09% French_bulldog 0.00% Italian_greyhound
predict("https://i.ibb.co/s9Wj9H5/o2.jpg", 'fullPrediction_18.jpg')
1/1 [==============================] - 0s 119ms/step 11.86% Border_collie 5.03% Shetland_sheepdog 5.01% borzoi 4.63% collie 4.61% English_setter
predict("https://i.ibb.co/2700Rv7/o6.jpg", 'fullPrediction_19.jpg')
1/1 [==============================] - 0s 130ms/step 38.61% Norwegian_elkhound 25.42% keeshond 14.61% German_shepherd 12.92% African_hunting_dog 3.37% malinois
predict("https://i.ibb.co/0GxLF47/o7.jpg", 'fullPrediction_20.jpg')
1/1 [==============================] - 0s 136ms/step 48.51% golden_retriever 20.41% redbone 18.55% Labrador_retriever 3.32% Rhodesian_ridgeback 2.37% Chesapeake_Bay_retriever
predict("https://i.ibb.co/pQs1Dy4/o8.jpg", 'fullPrediction_20.jpg')
1/1 [==============================] - 0s 130ms/step 88.47% golden_retriever 6.94% Saluki 3.78% redbone 0.45% cocker_spaniel 0.32% Labrador_retriever
predict("https://i.ibb.co/ZTzyy39/o1.jpg", 'fullPrediction_20.jpg')
1/1 [==============================] - 0s 142ms/step 88.31% Maltese_dog 10.46% Lhasa 1.18% Shih_Tzu 0.03% Tibetan_terrier 0.01% Yorkshire_terrier
predict("https://i.ibb.co/4Sm8zKK/o10.jpg", 'fullPrediction_21.jpg')
1/1 [==============================] - 0s 144ms/step 45.04% Maltese_dog 23.38% Lhasa 14.03% Shih_Tzu 7.90% West_Highland_white_terrier 5.11% Tibetan_terrier
predict("https://i.ibb.co/MCbvDRN/o11.jpg", 'fullPrediction_22.jpg')
1/1 [==============================] - 0s 158ms/step 88.45% Shih_Tzu 10.56% Lhasa 0.89% Tibetan_terrier 0.06% Pekinese 0.03% affenpinscher
#ten breeds
image_dir_ten = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/images/'
image_dir_ten_edited = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/'
lists_dir_ten = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Lists/tenbreeds/'
annotation_dir_ten = '/content/gdrive/MyDrive/AI4ALL/Project/v4/Annotation/tenbreeds/'
dogbreeds_list_ten = pd.read_csv(lists_dir_ten + 'tendogs_file_list.csv')
#make a separate copy of the all dogs-ten original df
dogbreeds_list_ten_df = dogbreeds_list_ten.copy()
#visualize head of dataframe
dogbreeds_list_ten_df.head()
| file_list | annotation_list | labels | |
|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 |
#number or records and number of unique records for the ten breeds dataset
ten_breeds = len(dogbreeds_list_ten_df['labels'].unique())
print("The original dataset contains ",len(dogbreeds_list_ten_df), ' images of dogs, and ',ten_breeds, " breeds.")
The original dataset contains 1687 images of dogs, and 10 breeds.
#shape of ten dataframe
dogbreeds_list_ten_df.shape
(1687, 3)
#get the names of the ten breeds in the dataset, split "annotation_list"
dogbreeds_list_ten_df[['folder_list','file']] = dogbreeds_list_ten_df.annotation_list.str.split("/", expand= True)
dogbreeds_list_ten_df
| file_list | annotation_list | labels | folder_list | file | |
|---|---|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 | 'n02085620-Chihuahua | n02085620_10074' |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 | 'n02085620-Chihuahua | n02085620_10131' |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 | 'n02085620-Chihuahua | n02085620_10621' |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 | 'n02085620-Chihuahua | n02085620_1073' |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 | 'n02085620-Chihuahua | n02085620_10976' |
| ... | ... | ... | ... | ... | ... |
| 1682 | 'n02115641-dingo/n02115641_9675.jpg' | 'n02115641-dingo/n02115641_9675' | 118 | 'n02115641-dingo | n02115641_9675' |
| 1683 | 'n02115641-dingo/n02115641_9686.jpg' | 'n02115641-dingo/n02115641_9686' | 118 | 'n02115641-dingo | n02115641_9686' |
| 1684 | 'n02115641-dingo/n02115641_970.jpg' | 'n02115641-dingo/n02115641_970' | 118 | 'n02115641-dingo | n02115641_970' |
| 1685 | 'n02115641-dingo/n02115641_9763.jpg' | 'n02115641-dingo/n02115641_9763' | 118 | 'n02115641-dingo | n02115641_9763' |
| 1686 | 'n02115641-dingo/n02115641_9977.jpg' | 'n02115641-dingo/n02115641_9977' | 118 | 'n02115641-dingo | n02115641_9977' |
1687 rows × 5 columns
#get the names of ten breeds in the dataset, split "folder_list"
dogbreeds_list_ten_df[['breedid','breed']]=dogbreeds_list_ten_df['folder_list'].str.split("-",expand=True)
#split dog breed strings separated by "_"
dogbreeds_list_ten_df[['temp1','temp2']] = dogbreeds_list_ten_df['breed'].str.split("_", expand=True)
#concatenate the strings from the temporary fields, don't add anything if it is a nan
dogbreeds_list_ten_df['dogbreed'] = dogbreeds_list_ten_df['temp1'] + " " + dogbreeds_list_ten_df['temp2'].fillna('')
#drop the temporary columns
dogbreeds_list_ten_df.drop(columns=['temp1','temp2'], axis=1, inplace=True)
#remove trailing white spaces
dogbreeds_list_ten_df['dogbreed'] = dogbreeds_list_ten_df['dogbreed'].str.strip()
dogbreeds_list_ten_df
| file_list | annotation_list | labels | folder_list | file | breedid | breed | dogbreed | |
|---|---|---|---|---|---|---|---|---|
| 0 | 'n02085620-Chihuahua/n02085620_10074.jpg' | 'n02085620-Chihuahua/n02085620_10074' | 1 | 'n02085620-Chihuahua | n02085620_10074' | 'n02085620 | Chihuahua | Chihuahua |
| 1 | 'n02085620-Chihuahua/n02085620_10131.jpg' | 'n02085620-Chihuahua/n02085620_10131' | 1 | 'n02085620-Chihuahua | n02085620_10131' | 'n02085620 | Chihuahua | Chihuahua |
| 2 | 'n02085620-Chihuahua/n02085620_10621.jpg' | 'n02085620-Chihuahua/n02085620_10621' | 1 | 'n02085620-Chihuahua | n02085620_10621' | 'n02085620 | Chihuahua | Chihuahua |
| 3 | 'n02085620-Chihuahua/n02085620_1073.jpg' | 'n02085620-Chihuahua/n02085620_1073' | 1 | 'n02085620-Chihuahua | n02085620_1073' | 'n02085620 | Chihuahua | Chihuahua |
| 4 | 'n02085620-Chihuahua/n02085620_10976.jpg' | 'n02085620-Chihuahua/n02085620_10976' | 1 | 'n02085620-Chihuahua | n02085620_10976' | 'n02085620 | Chihuahua | Chihuahua |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1682 | 'n02115641-dingo/n02115641_9675.jpg' | 'n02115641-dingo/n02115641_9675' | 118 | 'n02115641-dingo | n02115641_9675' | 'n02115641 | dingo | dingo |
| 1683 | 'n02115641-dingo/n02115641_9686.jpg' | 'n02115641-dingo/n02115641_9686' | 118 | 'n02115641-dingo | n02115641_9686' | 'n02115641 | dingo | dingo |
| 1684 | 'n02115641-dingo/n02115641_970.jpg' | 'n02115641-dingo/n02115641_970' | 118 | 'n02115641-dingo | n02115641_970' | 'n02115641 | dingo | dingo |
| 1685 | 'n02115641-dingo/n02115641_9763.jpg' | 'n02115641-dingo/n02115641_9763' | 118 | 'n02115641-dingo | n02115641_9763' | 'n02115641 | dingo | dingo |
| 1686 | 'n02115641-dingo/n02115641_9977.jpg' | 'n02115641-dingo/n02115641_9977' | 118 | 'n02115641-dingo | n02115641_9977' | 'n02115641 | dingo | dingo |
1687 rows × 8 columns
#verify the length of strings
print("Length of ", dogbreeds_list_ten_df['dogbreed'][0]," is ", len(dogbreeds_list_ten_df['dogbreed'][0]))
print("Length of ", dogbreeds_list_ten_df['dogbreed'][1686]," is ", len(dogbreeds_list_ten_df['dogbreed'][1686]))
Length of Chihuahua is 9 Length of dingo is 5
#get all the breed names and the number of images per breed
dog_breed_count_ten = dogbreeds_list_ten_df['dogbreed'].value_counts()
print("Number of images per breed")
#print("--------------------------")
print(dog_breed_count_ten.to_markdown())
Number of images per breed | | dogbreed | |:---------------|-----------:| | Samoyed | 218 | | pug | 200 | | Siberian husky | 192 | | cocker spaniel | 159 | | Scotch terrier | 158 | | dingo | 156 | | Chihuahua | 152 | | Rottweiler | 152 | | toy poodle | 151 | | Pekinese | 149 |
plt.figure(figsize=(40,5))
dog_breed_count_ten.plot(kind="bar", color = 'blue')
plt.title("Dog Breeds (Ten)", fontsize = 24)
plt.xticks(fontsize=16)
plt.yticks(fontsize=16)
plt.title("Distribution of Images per Dog Breeds (Ten breed subset Dataset)", fontsize = 32, color='black')
plt.xlabel('Dog Breed', fontsize = 18, color='grey')
plt.ylabel('no. images', fontsize = 18, color='grey')
plt.show()
#check images folder in google drive now for TEN
import os
dogbreeds_imageFolder_ten = os.listdir(image_dir_ten)
dogbreeds_imageFolder_ten_sorted = sorted(os.listdir(image_dir_ten))
dogbreeds_imageFolder_ten_df = dogbreeds_imageFolder_ten.copy()
dogbreeds_imageFolderList_ten_df = pd.DataFrame(dogbreeds_imageFolder_ten_df)
dogbreeds_imageFolderList_ten_df
| 0 | |
|---|---|
| 0 | n02085620-Chihuahua |
| 1 | n02086079-Pekinese |
| 2 | n02097298-Scotch_terrier |
| 3 | n02111889-Samoyed |
| 4 | n02113624-toy_poodle |
| 5 | n02115641-dingo |
| 6 | n02110958-pug |
| 7 | n02102318-cocker_spaniel |
| 8 | n02110185-Siberian_husky |
| 9 | n02106550-Rottweiler |
dogbreeds_imageFolder_ten_df
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02097298-Scotch_terrier', 'n02111889-Samoyed', 'n02113624-toy_poodle', 'n02115641-dingo', 'n02110958-pug', 'n02102318-cocker_spaniel', 'n02110185-Siberian_husky', 'n02106550-Rottweiler']
dogbreeds_imageFolderList_ten_df.rename(columns={0: 'folder_breed'}, inplace=True)
dogbreeds_imageFolderList_ten_df
dogbreeds_imageFolderList_ten_df[['breedid','breed']] = dogbreeds_imageFolderList_ten_df['folder_breed'].str.split("-",expand=True)
dogbreeds_imageFolderList_ten_df
| folder_breed | breedid | breed | |
|---|---|---|---|
| 0 | n02085620-Chihuahua | n02085620 | Chihuahua |
| 1 | n02086079-Pekinese | n02086079 | Pekinese |
| 2 | n02097298-Scotch_terrier | n02097298 | Scotch_terrier |
| 3 | n02111889-Samoyed | n02111889 | Samoyed |
| 4 | n02113624-toy_poodle | n02113624 | toy_poodle |
| 5 | n02115641-dingo | n02115641 | dingo |
| 6 | n02110958-pug | n02110958 | pug |
| 7 | n02102318-cocker_spaniel | n02102318 | cocker_spaniel |
| 8 | n02110185-Siberian_husky | n02110185 | Siberian_husky |
| 9 | n02106550-Rottweiler | n02106550 | Rottweiler |
#split dog breed strings separated by "_"
dogbreeds_imageFolderList_ten_df[['temp1','temp2']] = dogbreeds_imageFolderList_ten_df['breed'].str.split("_", expand=True)
#concatenate the strings from the temporary fields, don't add anything if it is a nan
dogbreeds_imageFolderList_ten_df['dogbreed'] = dogbreeds_imageFolderList_ten_df['temp1'] + " " + dogbreeds_imageFolderList_ten_df['temp2'].fillna('')
#drop the temporary columns
dogbreeds_imageFolderList_ten_df.drop(columns=['temp1','temp2'], axis=1, inplace=True)
#remove trailing white spaces
dogbreeds_imageFolderList_ten_df['dogbreed'] = dogbreeds_imageFolderList_ten_df['dogbreed'].str.upper()
dogbreeds_imageFolderList_ten_df['dogbreed'] = dogbreeds_imageFolderList_ten_df['dogbreed'].str.strip()
dogbreeds_imageFolderList_ten_df
| folder_breed | breedid | breed | dogbreed | |
|---|---|---|---|---|
| 0 | n02085620-Chihuahua | n02085620 | Chihuahua | CHIHUAHUA |
| 1 | n02086079-Pekinese | n02086079 | Pekinese | PEKINESE |
| 2 | n02097298-Scotch_terrier | n02097298 | Scotch_terrier | SCOTCH TERRIER |
| 3 | n02111889-Samoyed | n02111889 | Samoyed | SAMOYED |
| 4 | n02113624-toy_poodle | n02113624 | toy_poodle | TOY POODLE |
| 5 | n02115641-dingo | n02115641 | dingo | DINGO |
| 6 | n02110958-pug | n02110958 | pug | PUG |
| 7 | n02102318-cocker_spaniel | n02102318 | cocker_spaniel | COCKER SPANIEL |
| 8 | n02110185-Siberian_husky | n02110185 | Siberian_husky | SIBERIAN HUSKY |
| 9 | n02106550-Rottweiler | n02106550 | Rottweiler | ROTTWEILER |
mainEdittenImages = False
subEdittenImages = False
editedtenImagesPath = image_dir_ten_edited
mainEdittenImages = os.path.exists(editedtenImagesPath)
print(mainEdittenImages)
True
dogbreeds_imageFolderList_ten_df['folder_breed']
0 n02085620-Chihuahua 1 n02086079-Pekinese 2 n02097298-Scotch_terrier 3 n02111889-Samoyed 4 n02113624-toy_poodle 5 n02115641-dingo 6 n02110958-pug 7 n02102318-cocker_spaniel 8 n02110185-Siberian_husky 9 n02106550-Rottweiler Name: folder_breed, dtype: object
#main folder does not exist
if not mainEdittenImages:
# Create directory to store editedImages
os.makedirs(editedtenImagesPath)
#prepare to create subfolders for every dog breed
for dogbreed_folder in dogbreeds_imageFolderList_ten_df['folder_breed']:
subEdittenImagesPath = image_dir_ten_edited + dogbreed_folder
subEdittenImages = os.path.exists(subEdittenImagesPath)
#now check if sub folders exist
#subfolder does not exist:
if not subEdittenImages:
os.mkdir(subEdittenImagesPath)
print('Created {} subfolder to store cropped images.'.format(dogbreed_folder))
#subfolder exists
else:
print('Did not create {} subfolder to store cropped image. Already existed.'.format(dogbreed_folder))
#main folder exists
else:
print("Folder <editedImages> not created. Already existed.")
#prepare to create subfolders for every dog breed if necessary
for dogbreed_folder in dogbreeds_imageFolderList_ten_df['folder_breed']:
subEdittenImagesPath = image_dir_ten_edited + dogbreed_folder
subEdittenImages = os.path.exists(subEdittenImagesPath)
#main folder exists, but subfolders don't exist
if not subEdittenImages:
os.mkdir(subEdittenImagesPath)
print('Created {} subfolder to store cropped images.'.format(dogbreed_folder))
#main folder exists and subfolders exist
else:
print('Did not create {} subfolder to store cropped image. Already existed.'.format(dogbreed_folder))
Folder <editedImages> not created. Already existed. Did not create n02085620-Chihuahua subfolder to store cropped image. Already existed. Did not create n02086079-Pekinese subfolder to store cropped image. Already existed. Did not create n02097298-Scotch_terrier subfolder to store cropped image. Already existed. Did not create n02111889-Samoyed subfolder to store cropped image. Already existed. Did not create n02113624-toy_poodle subfolder to store cropped image. Already existed. Did not create n02115641-dingo subfolder to store cropped image. Already existed. Did not create n02110958-pug subfolder to store cropped image. Already existed. Did not create n02102318-cocker_spaniel subfolder to store cropped image. Already existed. Did not create n02110185-Siberian_husky subfolder to store cropped image. Already existed. Did not create n02106550-Rottweiler subfolder to store cropped image. Already existed.
We need to access the Annotation files for each image that contain size, bounding, and depth information.
#import ElementTree
import xml.etree.ElementTree as ET
#so the first image is 0 as the first index
imgno = 0
#now lets try resizing
#loop through the e are going to use the annotation directory
for dogbreed_folder in os.listdir(editedtenImagesPath):
#loop through the annotation directory
for file in os.listdir(annotation_dir_ten+'{}'.format(dogbreed_folder)):
img = Image.open(image_dir_ten+'{}/{}.jpg'.format(dogbreed_folder, file))
tree = ET.parse(annotation_dir_ten + '{}/{}'.format(dogbreed_folder, file))
xmin = int(tree.getroot().findall('object')[0].find('bndbox').find('xmin').text)
xmax = int(tree.getroot().findall('object')[0].find('bndbox').find('xmax').text)
ymin = int(tree.getroot().findall('object')[0].find('bndbox').find('ymin').text)
ymax = int(tree.getroot().findall('object')[0].find('bndbox').find('ymax').text)
img = img.crop((xmin, ymin, xmax, ymax))
img = img.convert('RGB')
img = img.resize((224, 224))
imgno = imgno +1
per = (imgno/len(dogbreeds_list_ten_df))*100
img.save(editedtenImagesPath + dogbreed_folder + '/' + file + '.jpg')
print("Saved Img# "+str(imgno)+" : "+str(f'{per:.3f}')+"% "+editedtenImagesPath + dogbreed_folder + '/' + file + '.jpg')
Saved Img# 1 : 0.059% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_10621.jpg Saved Img# 2 : 0.119% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_1073.jpg Saved Img# 3 : 0.178% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_10131.jpg Saved Img# 4 : 0.237% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_10074.jpg Saved Img# 5 : 0.296% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_11238.jpg Saved Img# 6 : 0.356% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_11258.jpg Saved Img# 7 : 0.415% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_10976.jpg Saved Img# 8 : 0.474% 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/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2614.jpg Saved Img# 51 : 3.023% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2517.jpg Saved Img# 52 : 3.082% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2590.jpg Saved Img# 53 : 3.142% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2693.jpg Saved Img# 54 : 3.201% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2706.jpg Saved Img# 55 : 3.260% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2793.jpg Saved Img# 56 : 3.320% /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/n02085620_2815.jpg Saved Img# 57 : 3.379% 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editedtenImagesPath
'/content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/'
breed_list_ten = os.listdir(image_dir_ten_edited)
breed_list_ten
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02097298-Scotch_terrier', 'n02111889-Samoyed', 'n02113624-toy_poodle', 'n02115641-dingo', 'n02110958-pug', 'n02102318-cocker_spaniel', 'n02110185-Siberian_husky', 'n02106550-Rottweiler']
dogbreeds_imageFolder_ten_df
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02097298-Scotch_terrier', 'n02111889-Samoyed', 'n02113624-toy_poodle', 'n02115641-dingo', 'n02110958-pug', 'n02102318-cocker_spaniel', 'n02110185-Siberian_husky', 'n02106550-Rottweiler']
num_classes = len(breed_list_ten)
print(num_classes)
10
dict_label = {}
dict_reverse_label = {}
for i, v in enumerate(breed_list_ten):
dict_label.update({v: i})
dict_reverse_label.update({i : v})
dict_label
{'n02085620-Chihuahua': 0,
'n02086079-Pekinese': 1,
'n02097298-Scotch_terrier': 2,
'n02111889-Samoyed': 3,
'n02113624-toy_poodle': 4,
'n02115641-dingo': 5,
'n02110958-pug': 6,
'n02102318-cocker_spaniel': 7,
'n02110185-Siberian_husky': 8,
'n02106550-Rottweiler': 9}
dict_reverse_label
{0: 'n02085620-Chihuahua',
1: 'n02086079-Pekinese',
2: 'n02097298-Scotch_terrier',
3: 'n02111889-Samoyed',
4: 'n02113624-toy_poodle',
5: 'n02115641-dingo',
6: 'n02110958-pug',
7: 'n02102318-cocker_spaniel',
8: 'n02110185-Siberian_husky',
9: 'n02106550-Rottweiler'}
dogbreeds_imageFolder_ten_df
['n02085620-Chihuahua', 'n02086079-Pekinese', 'n02097298-Scotch_terrier', 'n02111889-Samoyed', 'n02113624-toy_poodle', 'n02115641-dingo', 'n02110958-pug', 'n02102318-cocker_spaniel', 'n02110185-Siberian_husky', 'n02106550-Rottweiler']
#Paths definition
def labelspaths():
#create three empty lists
paths = list()
labels = list()
targets = list()
for breed in dogbreeds_imageFolder_ten_df:
base_name = editedtenImagesPath+"{}/".format(breed)
print("base_name: ",base_name)
for image_name in os.listdir(base_name):
paths.append(base_name + image_name)
labels.append(breed)
targets.append(dict_label[breed])
return paths, labels, targets
paths, labels, targets = labelspaths()
assert len(paths) == len(labels)
assert len(paths) == len(targets)
targets = np_utils.to_categorical(targets, num_classes=num_classes)
base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02085620-Chihuahua/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02086079-Pekinese/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02097298-Scotch_terrier/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02111889-Samoyed/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02113624-toy_poodle/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02115641-dingo/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02110958-pug/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02102318-cocker_spaniel/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02110185-Siberian_husky/ base_name: /content/gdrive/MyDrive/AI4ALL/Project/v4/Images/tenbreeds/editedtenImages/n02106550-Rottweiler/
targets
array([[1., 0., 0., ..., 0., 0., 0.],
[1., 0., 0., ..., 0., 0., 0.],
[1., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 1.],
[0., 0., 0., ..., 0., 0., 1.],
[0., 0., 0., ..., 0., 0., 1.]], dtype=float32)
batch_size = 64
class ImageGenerator(Sequence):
def __init__(self, paths, targets, batch_size, shape, augment=False):
self.paths = paths
self.targets = targets
self.batch_size = batch_size
self.shape = shape
self.augment = augment
def __len__(self):
return int(np.ceil(len(self.paths) / float(self.batch_size)))
def __getitem__(self, idx):
batch_paths = self.paths[idx * self.batch_size : (idx + 1) * self.batch_size]
x = np.zeros((len(batch_paths), self.shape[0], self.shape[1], self.shape[2]), dtype=np.float32)
y = np.zeros((self.batch_size, num_classes, 1))
for i, path in enumerate(batch_paths):
x[i] = self.__load_image(path)
y = self.targets[idx * self.batch_size : (idx + 1) * self.batch_size]
return x, y
def __iter__(self):
for item in (self[i] for i in range(len(self))):
yield item
def __load_image(self, path):
image = imread(path)
image = preprocess_input(image)
if self.augment:
seq = iaa.Sequential([
iaa.OneOf([
iaa.Fliplr(0.5),
iaa.Flipud(0.5),
iaa.CropAndPad(percent=(-0.25, 0.25)),
iaa.Crop(percent=(0, 0.1)),
iaa.Sometimes(0.5,
iaa.GaussianBlur(sigma=(0, 0.5))
),
iaa.Affine(
scale={"x": (0.8, 1.2), "y": (0.8, 1.2)},
translate_percent={"x": (-0.2, 0.2), "y": (-0.2, 0.2)},
rotate=(-180, 180),
shear=(-8, 8)
)
])
], random_order=True)
image = seq.augment_image(image)
return image
train_paths, val_paths, train_targets, val_targets = train_test_split(paths,
targets,
test_size=0.15,
random_state=1029)
train_gen = ImageGenerator(train_paths, train_targets, batch_size=32, shape=(224,224,3), augment=True)
val_gen = ImageGenerator(val_paths, val_targets, batch_size=32, shape=(224,224,3), augment=False)
inp = Input((224, 224, 3))
backbone = DenseNet121(input_tensor=inp,
weights="imagenet",
include_top=False)
x = backbone.output
x = GlobalAveragePooling2D()(x)
x = Dense(1024, activation="relu")(x)
x = Dropout(0.5)(x)
x = Dense(512, activation="relu")(x)
x = Dropout(0.5)(x)
outp = Dense(num_classes, activation="softmax")(x)
model = Model(inp, outp)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5 29084464/29084464 [==============================] - 0s 0us/step
for layer in model.layers[:-6]:
layer.trainable = False
What is an optimizer
Keras available Optimizers:
Keras available losses
Probabilistic losses
Regression losses
Hinge losses for "maximum-margin" classification
Available metrics Accuracy metrics Accuracy class BinaryAccuracy class CategoricalAccuracy class SparseCategoricalAccuracy class TopKCategoricalAccuracy class SparseTopKCategoricalAccuracy class Probabilistic metrics BinaryCrossentropy class CategoricalCrossentropy class SparseCategoricalCrossentropy class KLDivergence class Poisson class Regression metrics MeanSquaredError class RootMeanSquaredError class MeanAbsoluteError class MeanAbsolutePercentageError class MeanSquaredLogarithmicError class CosineSimilarity class LogCoshError class Classification metrics based on True/False positives & negatives AUC class Precision class Recall class TruePositives class TrueNegatives class FalsePositives class FalseNegatives class PrecisionAtRecall class SensitivityAtSpecificity class SpecificityAtSensitivity class Image segmentation metrics MeanIoU class Hinge metrics for "maximum-margin" classification Hinge class SquaredHinge class CategoricalHinge class
model.compile(optimizer="adam",
loss="categorical_crossentropy",
metrics=["acc"])
history = model.fit_generator(generator=train_gen,
steps_per_epoch=len(train_gen),
validation_data=val_gen,
validation_steps=len(val_gen),
epochs=20)
Epoch 1/20 45/45 [==============================] - 337s 7s/step - loss: 0.9519 - acc: 0.6957 - val_loss: 0.0651 - val_acc: 0.9843 Epoch 2/20 45/45 [==============================] - 26s 581ms/step - loss: 0.3553 - acc: 0.8828 - val_loss: 0.0525 - val_acc: 0.9803 Epoch 3/20 45/45 [==============================] - 27s 594ms/step - loss: 0.2681 - acc: 0.9142 - val_loss: 0.0484 - val_acc: 0.9803 Epoch 4/20 45/45 [==============================] - 27s 601ms/step - loss: 0.2713 - acc: 0.9107 - val_loss: 0.0560 - val_acc: 0.9843 Epoch 5/20 45/45 [==============================] - 27s 596ms/step - loss: 0.2405 - acc: 0.9204 - val_loss: 0.0434 - val_acc: 0.9921 Epoch 6/20 45/45 [==============================] - 28s 613ms/step - loss: 0.2148 - acc: 0.9232 - val_loss: 0.0643 - val_acc: 0.9764 Epoch 7/20 45/45 [==============================] - 27s 604ms/step - loss: 0.2169 - acc: 0.9309 - val_loss: 0.0436 - val_acc: 0.9882 Epoch 8/20 45/45 [==============================] - 28s 612ms/step - loss: 0.2048 - acc: 0.9400 - val_loss: 0.0293 - val_acc: 0.9882 Epoch 9/20 45/45 [==============================] - 27s 609ms/step - loss: 0.2213 - acc: 0.9337 - val_loss: 0.0503 - val_acc: 0.9843 Epoch 10/20 45/45 [==============================] - 28s 614ms/step - loss: 0.1748 - acc: 0.9442 - val_loss: 0.0350 - val_acc: 0.9921 Epoch 11/20 45/45 [==============================] - 27s 608ms/step - loss: 0.1904 - acc: 0.9365 - val_loss: 0.0656 - val_acc: 0.9843 Epoch 12/20 45/45 [==============================] - 27s 607ms/step - loss: 0.1648 - acc: 0.9477 - val_loss: 0.0605 - val_acc: 0.9803 Epoch 13/20 45/45 [==============================] - 28s 617ms/step - loss: 0.1792 - acc: 0.9414 - val_loss: 0.0358 - val_acc: 0.9921 Epoch 14/20 45/45 [==============================] - 28s 614ms/step - loss: 0.1634 - acc: 0.9477 - val_loss: 0.0299 - val_acc: 0.9843 Epoch 15/20 45/45 [==============================] - 27s 608ms/step - loss: 0.2036 - acc: 0.9442 - val_loss: 0.0403 - val_acc: 0.9921 Epoch 16/20 45/45 [==============================] - 27s 607ms/step - loss: 0.1760 - acc: 0.9442 - val_loss: 0.0644 - val_acc: 0.9882 Epoch 17/20 45/45 [==============================] - 28s 619ms/step - loss: 0.1873 - acc: 0.9393 - val_loss: 0.0327 - val_acc: 0.9921 Epoch 18/20 45/45 [==============================] - 27s 610ms/step - loss: 0.1536 - acc: 0.9512 - val_loss: 0.0310 - val_acc: 0.9921 Epoch 19/20 45/45 [==============================] - 28s 615ms/step - loss: 0.1225 - acc: 0.9623 - val_loss: 0.0259 - val_acc: 0.9921 Epoch 20/20 45/45 [==============================] - 27s 605ms/step - loss: 0.1331 - acc: 0.9574 - val_loss: 0.0466 - val_acc: 0.9843
plt.rcParams['figure.figsize'] = (6,6)
acc = history.history['acc']
val_acc = history.history['val_acc']
loss = history.history['loss']
val_loss = history.history['val_loss']
epochs = range(1, len(acc) + 1)
plt.title('Training and Testing accuracy', fontsize = 18)
plt.plot(epochs, acc, 'green', label='Training accuracy')
plt.plot(epochs, val_acc, 'orange', label='Testing accuracy')
plt.legend()
plt.figure()
plt.title('Training and Testing loss', fontsize= 18)
plt.plot(epochs, loss, 'green', label='Training loss')
plt.plot(epochs, val_loss, 'orange', label='Testing loss')
plt.legend()
plt.show()
for layer in model.layers[:]:
layer.trainable = True
ModelCheckpoint callback
used in conjunction with training using model.fit() to save a model or weights (in a checkpoint file) at some interval, so the model or weights can be loaded later to continue the training from the state saved.
# a check point callback to save our best weights
best_weights = ModelCheckpoint('model_dogbreeds_classify.h5',
monitor='val_acc',
verbose=1,
save_best_only=True,
mode='max',
save_weights_only=True)
# a reducing lr callback to reduce lr when val_loss doesn't increase
reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2,
patience=1, verbose=1, mode='min',
min_delta=0.0001, cooldown=2, min_lr=1e-7)
# for early stop
early_stop = EarlyStopping(monitor="val_loss", mode="min", patience=5)
training_log = model.fit_generator(generator=train_gen,
steps_per_epoch=len(train_gen),
validation_data=val_gen,
validation_steps=len(val_gen),
epochs=20,
callbacks=[best_weights, reduce_lr, early_stop])
Epoch 1/20 45/45 [==============================] - ETA: 0s - loss: 0.1403 - acc: 0.9498 Epoch 1: val_acc improved from -inf to 0.99213, saving model to model_dogbreeds_classify.h5 45/45 [==============================] - 28s 617ms/step - loss: 0.1403 - acc: 0.9498 - val_loss: 0.0231 - val_acc: 0.9921 - lr: 0.0010 Epoch 2/20 45/45 [==============================] - ETA: 0s - loss: 0.1054 - acc: 0.9672 Epoch 2: val_acc did not improve from 0.99213 Epoch 2: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026. 45/45 [==============================] - 27s 602ms/step - loss: 0.1054 - acc: 0.9672 - val_loss: 0.0489 - val_acc: 0.9803 - lr: 0.0010 Epoch 3/20 45/45 [==============================] - ETA: 0s - loss: 0.1035 - acc: 0.9672 Epoch 3: val_acc did not improve from 0.99213 45/45 [==============================] - 27s 606ms/step - loss: 0.1035 - acc: 0.9672 - val_loss: 0.0313 - val_acc: 0.9921 - lr: 2.0000e-04 Epoch 4/20 45/45 [==============================] - ETA: 0s - loss: 0.0841 - acc: 0.9686 Epoch 4: val_acc did not improve from 0.99213 Epoch 4: ReduceLROnPlateau reducing learning rate to 4.0000001899898055e-05. 45/45 [==============================] - 27s 606ms/step - loss: 0.0841 - acc: 0.9686 - val_loss: 0.0349 - val_acc: 0.9921 - lr: 2.0000e-04 Epoch 5/20 45/45 [==============================] - ETA: 0s - loss: 0.1104 - acc: 0.9665 Epoch 5: val_acc did not improve from 0.99213 45/45 [==============================] - 28s 612ms/step - loss: 0.1104 - acc: 0.9665 - val_loss: 0.0328 - val_acc: 0.9921 - lr: 4.0000e-05 Epoch 6/20 45/45 [==============================] - ETA: 0s - loss: 0.0978 - acc: 0.9749 Epoch 6: val_acc did not improve from 0.99213 Epoch 6: ReduceLROnPlateau reducing learning rate to 8.000000525498762e-06. 45/45 [==============================] - 28s 612ms/step - loss: 0.0978 - acc: 0.9749 - val_loss: 0.0335 - val_acc: 0.9921 - lr: 4.0000e-05
plt.rcParams['figure.figsize'] = (6,6)
acc = training_log.history['acc']
val_acc = training_log.history['val_acc']
loss = training_log.history['loss']
val_loss = training_log.history['val_loss']
epochs = range(1, len(acc) + 1)
plt.title('Training and Testing accuracy', fontsize = 18)
plt.plot(epochs, acc, 'green', label='Training accuracy')
plt.plot(epochs, val_acc, 'orange', label='Testing accuracy')
plt.legend()
plt.figure()
plt.title('Training and Testing loss', fontsize = 18)
plt.plot(epochs, loss, 'green', label='Training loss')
plt.plot(epochs, val_loss, 'orange', label='Testing loss')
plt.legend()
plt.show()
print(max(val_acc))
0.9921259880065918
def predict(url, filename):
# download and save
os.system("curl -s {} -o {}".format(url, filename))
img = Image.open(filename)
img = img.convert('RGB')
img = img.resize((224, 224))
img.save(filename)
# show image
plt.figure(figsize=(4, 4))
plt.imshow(img)
plt.axis('off')
# predict
img = imread(filename)
img = preprocess_input(img)
probs = model.predict(np.expand_dims(img, axis=0))
for idx in probs.argsort()[0][::-1][:5]:
print("{:.2f}%".format(probs[0][idx]*100), "\t", dict_reverse_label[idx].split("-")[-1])
predict("https://i.ibb.co/VmPP96F/dingo-2.jpg", 'tenPrediction_1.jpg')
1/1 [==============================] - 2s 2s/step 100.00% dingo 0.00% Chihuahua 0.00% Siberian_husky 0.00% cocker_spaniel 0.00% Rottweiler
predict("https://i.ibb.co/Ypvdnrc/rotweiler-2.jpg", 'tenPrediction_2.jpg')
1/1 [==============================] - 0s 98ms/step 100.00% Rottweiler 0.00% Chihuahua 0.00% cocker_spaniel 0.00% dingo 0.00% Scotch_terrier
predict("https://i.ibb.co/BK5DcCP/pekinese-2.jpg", 'tenPrediction_3.jpg')
1/1 [==============================] - 0s 108ms/step 100.00% Pekinese 0.00% cocker_spaniel 0.00% Chihuahua 0.00% pug 0.00% toy_poodle
predict("https://i.ibb.co/rxpxtmc/pug-2.jpg", 'tenPrediction_4.jpg')
1/1 [==============================] - 0s 105ms/step 100.00% pug 0.00% Chihuahua 0.00% Rottweiler 0.00% Pekinese 0.00% Siberian_husky
predict("https://i.ibb.co/gd4kMNL/scotch-terrier-2.jpg", 'tenPrediction_5.jpg')
1/1 [==============================] - 0s 109ms/step 88.01% Scotch_terrier 9.75% Samoyed 1.51% toy_poodle 0.34% Chihuahua 0.13% cocker_spaniel
predict("https://i.ibb.co/7byshZL/samoyed-2.jpg", 'tenPrediction_6.jpg')
1/1 [==============================] - 0s 99ms/step 99.98% Samoyed 0.02% toy_poodle 0.00% Pekinese 0.00% Siberian_husky 0.00% Chihuahua
predict("https://i.ibb.co/Zcgrkb1/chihuahua-2.jpg", 'tenPrediction_7.jpg')
1/1 [==============================] - 0s 107ms/step 98.89% Chihuahua 1.08% dingo 0.01% Scotch_terrier 0.01% pug 0.00% Siberian_husky
predict("https://i.ibb.co/hmzHRfq/cocker-spaniel-2.jpg", 'tenPrediction_8.jpg')
1/1 [==============================] - 0s 110ms/step 99.99% cocker_spaniel 0.01% dingo 0.00% toy_poodle 0.00% Pekinese 0.00% Rottweiler
predict("https://i.ibb.co/gW4MPkS/toy-poodle-2.jpg", 'tenPrediction_9.jpg')
1/1 [==============================] - 0s 111ms/step 99.98% toy_poodle 0.02% Scotch_terrier 0.00% cocker_spaniel 0.00% Samoyed 0.00% Chihuahua
predict("https://i.ibb.co/G3G0XFL/siberian-husky-2.jpg", 'tenPrediction_10.jpg')
1/1 [==============================] - 0s 102ms/step 100.00% Siberian_husky 0.00% dingo 0.00% Samoyed 0.00% Chihuahua 0.00% pug
predict("https://i.ibb.co/VS0F3Tw/shibainu.gif", 'tenPrediction_11.jpg')
predict("https://i.ibb.co/xj4RWgF/boar.jpg", 'tenPrediction_12.jpg')
1/1 [==============================] - 0s 111ms/step 74.81% dingo 9.71% pug 8.76% Chihuahua 2.31% Siberian_husky 2.25% Rottweiler
predict("https://i.ibb.co/5FHLYHL/ren.jpg", 'tenPrediction_14.jpg')
1/1 [==============================] - 0s 104ms/step 48.77% Chihuahua 13.60% Siberian_husky 7.55% pug 7.46% toy_poodle 6.74% Scotch_terrier